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The number and volume of spoken language corpora which are generally available for research purposes increase significantly. That is due to the wide adoption of audio-visual communication on news websites and social web platforms. The respective messages that are published by professional and individual communicators are subject to online content analysis. To date, such analyses strongly rely on manually operated processes which come along with a huge effort for transcribing spoken language corpora into textual content. Hence, challenges like the ever increasing volume, velocity and variety of multimedia content need to be faced. Audio Mining technologies are capable of reducing the effort for turning speech into text significantly. Using these technologies via application programming interfaces (APIs), it is demonstrated how a hybrid approach enables researchers to reduce the time that is needed for analysing news content by an order of magnitude.

AbstractPersuasion success is often related to hard-to-measure characteristics, such as the way the persuader speaks. To examine how vocal tones impact persuasion in an online appeal, this research measures persuaders' vocal tones in Kickstarter video pitches using novel audio mining technology. Connecting vocal tone dimensions with real-world funding outcomes offers insight into the impact of vocal tones on receivers' actions. The core hypothesis of this paper is that a successful persuasion attempt is associated with vocal tones denoting (1) focus, (2) low stress, and (3) stable emotions. These three vocal tone dimensions—which are in line with the stereotype content model—matter because they allow receivers to make inferences about a persuader's competence. The hypotheses are tested with a large-scale empirical study using Kickstarter data, which is then replicated in a different category. In addition, two controlled experiments provide evidence that perceptions of competence mediate the impact of the three vocal tones on persuasion attempt success. The results identify key indicators of persuasion attempt success and suggest a greater role for audio mining in academic consumer research.

Comunicació presentada a la 10th International Conference on Signal Image Technology and Internet Based Systems celebrada del 23 al 27 de novembre de 2014 a Marràqueix (Marroc). ; Discovery of repeating structures in music is fundamental to its analysis, understanding and interpretation. We present a data-driven approach for the discovery of shorttime melodic patterns in large collections of Indian art music. The approach first discovers melodic patterns within an audio recording and subsequently searches for their repetitions in the entire music collection. We compute similarity between melodic patterns using dynamic time warping (DTW). Furthermore, we investigate four different variants of the DTW cost function for rank refinement of the obtained results. The music collection used in this study comprises 1,764 audio recordings with a total duration of 365 hours. Over 13 trillion DTW distance computations are done for the entire dataset. Due to the computational complexity of the task, different lower bounding and early abandoning techniques are applied during DTW distance computation. An evaluation based on expert feedback on a subset of the dataset shows that the discovered melodic patterns are musically relevant. Several musically interesting relationships are discovered, yielding further scope for establishing novel similarity measures based on melodic patterns. The discovered melodic patterns can further be used in challenging computational tasks such as automatic r¯aga recognition, composition identification and music recommendation. ; This work is partly supported by the European Research Council under the European Union's Seventh Framework Program, as part of the CompMusic project (ERC grant agreement 267583). J.S. acknowledges 2009-SGR- 1434 from Generalitat de Catalunya, ICT-2011-8-318770 from the European Commission, JAEDOC069/2010 from CSIC, and European Social Funds.

Argumentation mining aims at extracting, analysing and modelling people's arguments, but large, high-quality annotated datasets are limited, and no multimodal datasets exist for this task. In this paper, we present M-Arg, a multimodal argument mining dataset with a corpus of US 2020 presidential debates, annotated through crowd-sourced annotations. This dataset allows models to be trained to extract arguments from natural dialogue such as debates using information like the intonation and rhythm of the speaker. Our dataset contains 7 hours of annotated US presidential debates, 6527 utterances and 4104 relation labels, and we report results from different baseline models with highest accuracy of 0.86 with a multimodal model.

This is a transcript of an audio interview with Mr. Joe Martynek. Mr. Martynek discusses life in the Athabasca area in the 1940s including the price and availability of goods in that era. He talks of his current hobbies (reading, politics) and remembers weddings and parties and people from an earlier time. ; 10 pages

The M. H. Ross Papers contain information pertaining to labor, politics, social issues of the twentieth century, coal mining and its resulting lifestyle, as well as photographs and audio materials. The collection is made up of five different accessions; L2001-05, which is contained in boxes one through 104, L2002-09 in boxes 106 through 120, L2006-16 in boxes 105 and 120, L2001-01 in boxes 120-121, and L2012-20 in boxes 122-125. The campaign materials consist of items from the 1940 and 1948 political campaigns in which Ross participated. These items include campaign cards, posters, speech transcripts, news clippings, rally materials, letters to voters, and fliers. Organizing and arbitration materials covers labor organizing events from "Operation Dixie" in Georgia, the furniture workers in North Carolina, and the Mine-Mill workers in the Western United States. Organizing materials include fliers, correspondence, news articles, radio transcripts, and some related photos. Arbitration files consist of agreements, decisions, and agreement booklets. The social and political research files cover a wide time period (1930's to the late 1970's/early 1980's). The topics include mainly the Ku Klux Klan, racism, Communism, Red Scare, red baiting, United States history, and literature. These files consist mostly of news and journal articles. Ross interacted with coal miners while doing work for the United Mine Workers Association (UMWA) and while working at the Fairmont Clinic in West Virginia. Included in these related files are books, news articles, journals, UMWA reports, and coal miner oral histories conducted by Ross. Tying in to all of the activities Ross participated in during his life were his research and manuscript files. He wrote numerous newspaper and journal articles on history and labor. Later, as he worked for the UMWA and at the Fairmont Clinic, he wrote more in-depth articles about coal miners, their lifestyle, and medical problems they faced (while the Southern Labor Archives has many of Ross's coal mining and lifestyle articles, it does not have any of his medical articles). Along with these articles are the research files Ross collected to write them, which consist of notes, books, and newspaper and journal articles. In additional to his professional career, Ross was adamant about documenting his and his wife's family history in the oral history format. Of particular interest are the recordings of his interviews with his wife's family - they were workers, musicians, and singers of labor and folk songs. Finally, in this collection are a number of photographs and slides, which include images of organizing, coal mining (from the late 19th through 20th centuries), and Appalachia. Of note is a small photo album from the 1930s which contains images from the Summer School for Workers, and more labor organizing. A few audio items are available as well, such as Ross political speeches and an oral history in which Ross was interviewed by his daughter, Jane Ross Davis in 1986. All photographic and audio-visual materials are at the end of their respective series. ; Myron Howard "Mike" Ross was born November 9, 1919 in New York City. He dropped out of school when he was seventeen and moved to Texas, where he worked on a farm. From 1936 until 1939, Ross worked in a bakery in North Carolina. In the summer of 1938, he attended the Southern School for Workers in Asheville, North Carolina. During the fall of 1938, Ross would attend the first Southern Conference on Human Welfare in Birmingham, Alabama. He would attend this conference again in 1940 in Chattanooga, Tennessee. From 1939 to 1940, Ross worked for the United Mine Workers Non-Partisan League in North Carolina, working under John L. Lewis. He was hired as a union organizer by the United Mine Workers of America, and sent to Saltville, Virginia and Rockwood, Tennessee. In 1940, Ross ran for a seat on city council on the People's Platform in Charlotte, North Carolina. During this time, he also married Anne "Buddie" West of Kennesaw, Georgia. From 1941 until 1945, Ross served as an infantryman for the United States Army. He sustained injuries near the Battle of the Bulge in the winter of 1944. From 1945 until 1949, Ross worked for the International Union of Mine, Mill and Smelter Workers, then part of the Congress of Industrial Organizations (CIO), as a union organizer. He was sent to Macon, Georgia, Savannah, Georgia and to Winston-Salem, North Carolina, where he worked with the United Furniture Workers Union. He began handling arbitration for the unions. In 1948, Ross ran for United States Congress on the Progressive Party ticket in North Carolina. He also served as the secretary for the North Carolina Progressive Party. Ross attended the University of North Carolina law school from 1949 to 1952. He graduated with honors but was denied the bar on the grounds of "character." From 1952 until 1955, he worked for the Mine, Mill and Smelter Workers as a union organizer, first in New Mexico (potash mines) and then in Arizona (copper mines). From 1955 to 1957, Ross attended the Columbia University School of Public Health. He worked for the United Mine Workers of America Welfare and Retirement Fund from 1957 to 1958, where he represented the union in expenditure of health care for mining workers. By 1958, Ross began plans for what would become the Fairmont Clinic, a prepaid group practice in Fairmont, West Virginia, which had the mission of providing high quality medical care for miners and their families. From 1958 until 1978, Ross served as administrator of the Fairmont Clinic. As a result of this work, Ross began researching coal mining, especially coal mining lifestyle, heritage and history of coal mining and disasters. He would interview over one hundred miners (coal miners). Eventually, Ross began writing a manuscript about the history of coal mining. Working for the Rural Practice Program of the University of North Carolina from 1980 until 1987, Ross taught in the medical school. M. H. Ross died on January 31, 1987 in Chapel Hill, North Carolina. ; Digitization of the M. H. Ross Papers was funded by the National Historical Publications and Records Commission.

Notes - This is a transcript of an audio interview (Tape 4) with Mr. Joe Martynek. Mr. Martynek discusses life in the Athabasca area in the 1940s including the price and availability of goods in that era. He talks of his current hobbies (reading, politics) and remembers weddings and parties and people from an earlier time (10 pages)

The M. H. Ross Papers contain information pertaining to labor, politics, social issues of the twentieth century, coal mining and its resulting lifestyle, as well as photographs and audio materials. The collection is made up of five different accessions; L2001-05, which is contained in boxes one through 104, L2002-09 in boxes 106 through 120, L2006-16 in boxes 105 and 120, L2001-01 in boxes 120-121, and L2012-20 in boxes 122-125. The campaign materials consist of items from the 1940 and 1948 political campaigns in which Ross participated. These items include campaign cards, posters, speech transcripts, news clippings, rally materials, letters to voters, and fliers. Organizing and arbitration materials covers labor organizing events from "Operation Dixie" in Georgia, the furniture workers in North Carolina, and the Mine-Mill workers in the Western United States. Organizing materials include fliers, correspondence, news articles, radio transcripts, and some related photos. Arbitration files consist of agreements, decisions, and agreement booklets. The social and political research files cover a wide time period (1930's to the late 1970's/early 1980's). The topics include mainly the Ku Klux Klan, racism, Communism, Red Scare, red baiting, United States history, and literature. These files consist mostly of news and journal articles. Ross interacted with coal miners while doing work for the United Mine Workers Association (UMWA) and while working at the Fairmont Clinic in West Virginia. Included in these related files are books, news articles, journals, UMWA reports, and coal miner oral histories conducted by Ross. Tying in to all of the activities Ross participated in during his life were his research and manuscript files. He wrote numerous newspaper and journal articles on history and labor. Later, as he worked for the UMWA and at the Fairmont Clinic, he wrote more in-depth articles about coal miners, their lifestyle, and medical problems they faced (while the Southern Labor Archives has many of Ross's coal mining and lifestyle articles, it does not have any of his medical articles). Along with these articles are the research files Ross collected to write them, which consist of notes, books, and newspaper and journal articles. In additional to his professional career, Ross was adamant about documenting his and his wife's family history in the oral history format. Of particular interest are the recordings of his interviews with his wife's family - they were workers, musicians, and singers of labor and folk songs. Finally, in this collection are a number of photographs and slides, which include images of organizing, coal mining (from the late 19th through 20th centuries), and Appalachia. Of note is a small photo album from the 1930s which contains images from the Summer School for Workers, and more labor organizing. A few audio items are available as well, such as Ross political speeches and an oral history in which Ross was interviewed by his daughter, Jane Ross Davis in 1986. All photographic and audio-visual materials are at the end of their respective series. ; Myron Howard "Mike" Ross was born November 9, 1919 in New York City. He dropped out of school when he was seventeen and moved to Texas, where he worked on a farm. From 1936 until 1939, Ross worked in a bakery in North Carolina. In the summer of 1938, he attended the Southern School for Workers in Asheville, North Carolina. During the fall of 1938, Ross would attend the first Southern Conference on Human Welfare in Birmingham, Alabama. He would attend this conference again in 1940 in Chattanooga, Tennessee. From 1939 to 1940, Ross worked for the United Mine Workers Non-Partisan League in North Carolina, working under John L. Lewis. He was hired as a union organizer by the United Mine Workers of America, and sent to Saltville, Virginia and Rockwood, Tennessee. In 1940, Ross ran for a seat on city council on the People's Platform in Charlotte, North Carolina. During this time, he also married Anne "Buddie" West of Kennesaw, Georgia. From 1941 until 1945, Ross served as an infantryman for the United States Army. He sustained injuries near the Battle of the Bulge in the winter of 1944. From 1945 until 1949, Ross worked for the International Union of Mine, Mill and Smelter Workers, then part of the Congress of Industrial Organizations (CIO), as a union organizer. He was sent to Macon, Georgia, Savannah, Georgia and to Winston-Salem, North Carolina, where he worked with the United Furniture Workers Union. He began handling arbitration for the unions. In 1948, Ross ran for United States Congress on the Progressive Party ticket in North Carolina. He also served as the secretary for the North Carolina Progressive Party. Ross attended the University of North Carolina law school from 1949 to 1952. He graduated with honors but was denied the bar on the grounds of "character." From 1952 until 1955, he worked for the Mine, Mill and Smelter Workers as a union organizer, first in New Mexico (potash mines) and then in Arizona (copper mines). From 1955 to 1957, Ross attended the Columbia University School of Public Health. He worked for the United Mine Workers of America Welfare and Retirement Fund from 1957 to 1958, where he represented the union in expenditure of health care for mining workers. By 1958, Ross began plans for what would become the Fairmont Clinic, a prepaid group practice in Fairmont, West Virginia, which had the mission of providing high quality medical care for miners and their families. From 1958 until 1978, Ross served as administrator of the Fairmont Clinic. As a result of this work, Ross began researching coal mining, especially coal mining lifestyle, heritage and history of coal mining and disasters. He would interview over one hundred miners (coal miners). Eventually, Ross began writing a manuscript about the history of coal mining. Working for the Rural Practice Program of the University of North Carolina from 1980 until 1987, Ross taught in the medical school. M. H. Ross died on January 31, 1987 in Chapel Hill, North Carolina. ; Digitization of the M. H. Ross Papers was funded by the National Historical Publications and Records Commission.

The M. H. Ross Papers contain information pertaining to labor, politics, social issues of the twentieth century, coal mining and its resulting lifestyle, as well as photographs and audio materials. The collection is made up of five different accessions; L2001-05, which is contained in boxes one through 104, L2002-09 in boxes 106 through 120, L2006-16 in boxes 105 and 120, L2001-01 in boxes 120-121, and L2012-20 in boxes 122-125. The campaign materials consist of items from the 1940 and 1948 political campaigns in which Ross participated. These items include campaign cards, posters, speech transcripts, news clippings, rally materials, letters to voters, and fliers. Organizing and arbitration materials covers labor organizing events from "Operation Dixie" in Georgia, the furniture workers in North Carolina, and the Mine-Mill workers in the Western United States. Organizing materials include fliers, correspondence, news articles, radio transcripts, and some related photos. Arbitration files consist of agreements, decisions, and agreement booklets. The social and political research files cover a wide time period (1930's to the late 1970's/early 1980's). The topics include mainly the Ku Klux Klan, racism, Communism, Red Scare, red baiting, United States history, and literature. These files consist mostly of news and journal articles. Ross interacted with coal miners while doing work for the United Mine Workers Association (UMWA) and while working at the Fairmont Clinic in West Virginia. Included in these related files are books, news articles, journals, UMWA reports, and coal miner oral histories conducted by Ross. Tying in to all of the activities Ross participated in during his life were his research and manuscript files. He wrote numerous newspaper and journal articles on history and labor. Later, as he worked for the UMWA and at the Fairmont Clinic, he wrote more in-depth articles about coal miners, their lifestyle, and medical problems they faced (while the Southern Labor Archives has many of Ross's coal mining and lifestyle articles, it does not have any of his medical articles). Along with these articles are the research files Ross collected to write them, which consist of notes, books, and newspaper and journal articles. In additional to his professional career, Ross was adamant about documenting his and his wife's family history in the oral history format. Of particular interest are the recordings of his interviews with his wife's family - they were workers, musicians, and singers of labor and folk songs. Finally, in this collection are a number of photographs and slides, which include images of organizing, coal mining (from the late 19th through 20th centuries), and Appalachia. Of note is a small photo album from the 1930s which contains images from the Summer School for Workers, and more labor organizing. A few audio items are available as well, such as Ross political speeches and an oral history in which Ross was interviewed by his daughter, Jane Ross Davis in 1986. All photographic and audio-visual materials are at the end of their respective series. ; Myron Howard "Mike" Ross was born November 9, 1919 in New York City. He dropped out of school when he was seventeen and moved to Texas, where he worked on a farm. From 1936 until 1939, Ross worked in a bakery in North Carolina. In the summer of 1938, he attended the Southern School for Workers in Asheville, North Carolina. During the fall of 1938, Ross would attend the first Southern Conference on Human Welfare in Birmingham, Alabama. He would attend this conference again in 1940 in Chattanooga, Tennessee. From 1939 to 1940, Ross worked for the United Mine Workers Non-Partisan League in North Carolina, working under John L. Lewis. He was hired as a union organizer by the United Mine Workers of America, and sent to Saltville, Virginia and Rockwood, Tennessee. In 1940, Ross ran for a seat on city council on the People's Platform in Charlotte, North Carolina. During this time, he also married Anne "Buddie" West of Kennesaw, Georgia. From 1941 until 1945, Ross served as an infantryman for the United States Army. He sustained injuries near the Battle of the Bulge in the winter of 1944. From 1945 until 1949, Ross worked for the International Union of Mine, Mill and Smelter Workers, then part of the Congress of Industrial Organizations (CIO), as a union organizer. He was sent to Macon, Georgia, Savannah, Georgia and to Winston-Salem, North Carolina, where he worked with the United Furniture Workers Union. He began handling arbitration for the unions. In 1948, Ross ran for United States Congress on the Progressive Party ticket in North Carolina. He also served as the secretary for the North Carolina Progressive Party. Ross attended the University of North Carolina law school from 1949 to 1952. He graduated with honors but was denied the bar on the grounds of "character." From 1952 until 1955, he worked for the Mine, Mill and Smelter Workers as a union organizer, first in New Mexico (potash mines) and then in Arizona (copper mines). From 1955 to 1957, Ross attended the Columbia University School of Public Health. He worked for the United Mine Workers of America Welfare and Retirement Fund from 1957 to 1958, where he represented the union in expenditure of health care for mining workers. By 1958, Ross began plans for what would become the Fairmont Clinic, a prepaid group practice in Fairmont, West Virginia, which had the mission of providing high quality medical care for miners and their families. From 1958 until 1978, Ross served as administrator of the Fairmont Clinic. As a result of this work, Ross began researching coal mining, especially coal mining lifestyle, heritage and history of coal mining and disasters. He would interview over one hundred miners (coal miners). Eventually, Ross began writing a manuscript about the history of coal mining. Working for the Rural Practice Program of the University of North Carolina from 1980 until 1987, Ross taught in the medical school. M. H. Ross died on January 31, 1987 in Chapel Hill, North Carolina. ; Digitization of the M. H. Ross Papers was funded by the National Historical Publications and Records Commission.

The M. H. Ross Papers contain information pertaining to labor, politics, social issues of the twentieth century, coal mining and its resulting lifestyle, as well as photographs and audio materials. The collection is made up of five different accessions; L2001-05, which is contained in boxes one through 104, L2002-09 in boxes 106 through 120, L2006-16 in boxes 105 and 120, L2001-01 in boxes 120-121, and L2012-20 in boxes 122-125. The campaign materials consist of items from the 1940 and 1948 political campaigns in which Ross participated. These items include campaign cards, posters, speech transcripts, news clippings, rally materials, letters to voters, and fliers. Organizing and arbitration materials covers labor organizing events from "Operation Dixie" in Georgia, the furniture workers in North Carolina, and the Mine-Mill workers in the Western United States. Organizing materials include fliers, correspondence, news articles, radio transcripts, and some related photos. Arbitration files consist of agreements, decisions, and agreement booklets. The social and political research files cover a wide time period (1930's to the late 1970's/early 1980's). The topics include mainly the Ku Klux Klan, racism, Communism, Red Scare, red baiting, United States history, and literature. These files consist mostly of news and journal articles. Ross interacted with coal miners while doing work for the United Mine Workers Association (UMWA) and while working at the Fairmont Clinic in West Virginia. Included in these related files are books, news articles, journals, UMWA reports, and coal miner oral histories conducted by Ross. Tying in to all of the activities Ross participated in during his life were his research and manuscript files. He wrote numerous newspaper and journal articles on history and labor. Later, as he worked for the UMWA and at the Fairmont Clinic, he wrote more in-depth articles about coal miners, their lifestyle, and medical problems they faced (while the Southern Labor Archives has many of Ross's coal mining and lifestyle articles, it does not have any of his medical articles). Along with these articles are the research files Ross collected to write them, which consist of notes, books, and newspaper and journal articles. In additional to his professional career, Ross was adamant about documenting his and his wife's family history in the oral history format. Of particular interest are the recordings of his interviews with his wife's family - they were workers, musicians, and singers of labor and folk songs. Finally, in this collection are a number of photographs and slides, which include images of organizing, coal mining (from the late 19th through 20th centuries), and Appalachia. Of note is a small photo album from the 1930s which contains images from the Summer School for Workers, and more labor organizing. A few audio items are available as well, such as Ross political speeches and an oral history in which Ross was interviewed by his daughter, Jane Ross Davis in 1986. All photographic and audio-visual materials are at the end of their respective series. ; Myron Howard "Mike" Ross was born November 9, 1919 in New York City. He dropped out of school when he was seventeen and moved to Texas, where he worked on a farm. From 1936 until 1939, Ross worked in a bakery in North Carolina. In the summer of 1938, he attended the Southern School for Workers in Asheville, North Carolina. During the fall of 1938, Ross would attend the first Southern Conference on Human Welfare in Birmingham, Alabama. He would attend this conference again in 1940 in Chattanooga, Tennessee. From 1939 to 1940, Ross worked for the United Mine Workers Non-Partisan League in North Carolina, working under John L. Lewis. He was hired as a union organizer by the United Mine Workers of America, and sent to Saltville, Virginia and Rockwood, Tennessee. In 1940, Ross ran for a seat on city council on the People's Platform in Charlotte, North Carolina. During this time, he also married Anne "Buddie" West of Kennesaw, Georgia. From 1941 until 1945, Ross served as an infantryman for the United States Army. He sustained injuries near the Battle of the Bulge in the winter of 1944. From 1945 until 1949, Ross worked for the International Union of Mine, Mill and Smelter Workers, then part of the Congress of Industrial Organizations (CIO), as a union organizer. He was sent to Macon, Georgia, Savannah, Georgia and to Winston-Salem, North Carolina, where he worked with the United Furniture Workers Union. He began handling arbitration for the unions. In 1948, Ross ran for United States Congress on the Progressive Party ticket in North Carolina. He also served as the secretary for the North Carolina Progressive Party. Ross attended the University of North Carolina law school from 1949 to 1952. He graduated with honors but was denied the bar on the grounds of "character." From 1952 until 1955, he worked for the Mine, Mill and Smelter Workers as a union organizer, first in New Mexico (potash mines) and then in Arizona (copper mines). From 1955 to 1957, Ross attended the Columbia University School of Public Health. He worked for the United Mine Workers of America Welfare and Retirement Fund from 1957 to 1958, where he represented the union in expenditure of health care for mining workers. By 1958, Ross began plans for what would become the Fairmont Clinic, a prepaid group practice in Fairmont, West Virginia, which had the mission of providing high quality medical care for miners and their families. From 1958 until 1978, Ross served as administrator of the Fairmont Clinic. As a result of this work, Ross began researching coal mining, especially coal mining lifestyle, heritage and history of coal mining and disasters. He would interview over one hundred miners (coal miners). Eventually, Ross began writing a manuscript about the history of coal mining. Working for the Rural Practice Program of the University of North Carolina from 1980 until 1987, Ross taught in the medical school. M. H. Ross died on January 31, 1987 in Chapel Hill, North Carolina. ; Digitization of the M. H. Ross Papers was funded by the National Historical Publications and Records Commission.

The M. H. Ross Papers contain information pertaining to labor, politics, social issues of the twentieth century, coal mining and its resulting lifestyle, as well as photographs and audio materials. The collection is made up of five different accessions; L2001-05, which is contained in boxes one through 104, L2002-09 in boxes 106 through 120, L2006-16 in boxes 105 and 120, L2001-01 in boxes 120-121, and L2012-20 in boxes 122-125. The campaign materials consist of items from the 1940 and 1948 political campaigns in which Ross participated. These items include campaign cards, posters, speech transcripts, news clippings, rally materials, letters to voters, and fliers. Organizing and arbitration materials covers labor organizing events from "Operation Dixie" in Georgia, the furniture workers in North Carolina, and the Mine-Mill workers in the Western United States. Organizing materials include fliers, correspondence, news articles, radio transcripts, and some related photos. Arbitration files consist of agreements, decisions, and agreement booklets. The social and political research files cover a wide time period (1930's to the late 1970's/early 1980's). The topics include mainly the Ku Klux Klan, racism, Communism, Red Scare, red baiting, United States history, and literature. These files consist mostly of news and journal articles. Ross interacted with coal miners while doing work for the United Mine Workers Association (UMWA) and while working at the Fairmont Clinic in West Virginia. Included in these related files are books, news articles, journals, UMWA reports, and coal miner oral histories conducted by Ross. Tying in to all of the activities Ross participated in during his life were his research and manuscript files. He wrote numerous newspaper and journal articles on history and labor. Later, as he worked for the UMWA and at the Fairmont Clinic, he wrote more in-depth articles about coal miners, their lifestyle, and medical problems they faced (while the Southern Labor Archives has many of Ross's coal mining and lifestyle articles, it does not have any of his medical articles). Along with these articles are the research files Ross collected to write them, which consist of notes, books, and newspaper and journal articles. In additional to his professional career, Ross was adamant about documenting his and his wife's family history in the oral history format. Of particular interest are the recordings of his interviews with his wife's family - they were workers, musicians, and singers of labor and folk songs. Finally, in this collection are a number of photographs and slides, which include images of organizing, coal mining (from the late 19th through 20th centuries), and Appalachia. Of note is a small photo album from the 1930s which contains images from the Summer School for Workers, and more labor organizing. A few audio items are available as well, such as Ross political speeches and an oral history in which Ross was interviewed by his daughter, Jane Ross Davis in 1986. All photographic and audio-visual materials are at the end of their respective series. ; Myron Howard "Mike" Ross was born November 9, 1919 in New York City. He dropped out of school when he was seventeen and moved to Texas, where he worked on a farm. From 1936 until 1939, Ross worked in a bakery in North Carolina. In the summer of 1938, he attended the Southern School for Workers in Asheville, North Carolina. During the fall of 1938, Ross would attend the first Southern Conference on Human Welfare in Birmingham, Alabama. He would attend this conference again in 1940 in Chattanooga, Tennessee. From 1939 to 1940, Ross worked for the United Mine Workers Non-Partisan League in North Carolina, working under John L. Lewis. He was hired as a union organizer by the United Mine Workers of America, and sent to Saltville, Virginia and Rockwood, Tennessee. In 1940, Ross ran for a seat on city council on the People's Platform in Charlotte, North Carolina. During this time, he also married Anne "Buddie" West of Kennesaw, Georgia. From 1941 until 1945, Ross served as an infantryman for the United States Army. He sustained injuries near the Battle of the Bulge in the winter of 1944. From 1945 until 1949, Ross worked for the International Union of Mine, Mill and Smelter Workers, then part of the Congress of Industrial Organizations (CIO), as a union organizer. He was sent to Macon, Georgia, Savannah, Georgia and to Winston-Salem, North Carolina, where he worked with the United Furniture Workers Union. He began handling arbitration for the unions. In 1948, Ross ran for United States Congress on the Progressive Party ticket in North Carolina. He also served as the secretary for the North Carolina Progressive Party. Ross attended the University of North Carolina law school from 1949 to 1952. He graduated with honors but was denied the bar on the grounds of "character." From 1952 until 1955, he worked for the Mine, Mill and Smelter Workers as a union organizer, first in New Mexico (potash mines) and then in Arizona (copper mines). From 1955 to 1957, Ross attended the Columbia University School of Public Health. He worked for the United Mine Workers of America Welfare and Retirement Fund from 1957 to 1958, where he represented the union in expenditure of health care for mining workers. By 1958, Ross began plans for what would become the Fairmont Clinic, a prepaid group practice in Fairmont, West Virginia, which had the mission of providing high quality medical care for miners and their families. From 1958 until 1978, Ross served as administrator of the Fairmont Clinic. As a result of this work, Ross began researching coal mining, especially coal mining lifestyle, heritage and history of coal mining and disasters. He would interview over one hundred miners (coal miners). Eventually, Ross began writing a manuscript about the history of coal mining. Working for the Rural Practice Program of the University of North Carolina from 1980 until 1987, Ross taught in the medical school. M. H. Ross died on January 31, 1987 in Chapel Hill, North Carolina. ; Digitization of the M. H. Ross Papers was funded by the National Historical Publications and Records Commission.

Data is collected and stored everywhere, be it images or audio files on private computers, customer data in traditional or electronic businesses, performance or control data in production sites, web traffic and click streams at internet providers, statistical data at government agencies, sensor measurements in scientific experimentation, surveillance data, etc. There are countless examples, and the amount of data is tremendous. Data mining is the process of finding useful and previously unknown patterns in data. In the examples listed above, data mining can be used for automated recommendation of audio files, business analysis and target marketing, or performance optimization and hazard warnings. While early mining algorithms only considered static data sets, research and practice in data mining must nowadays deal with continuous, possible infinite streams of data, which are prevalent in most real world applications and scenarios. Anytime algorithms constitute a special type of algorithm that is well suited to work on data streams. They inherit their name from their ability to provide a result after any amount of processing time. The amount of time available is not known to the algorithm in advance: anytime algorithms quickly compute an initial result and strive to improve it as long as time remains. When interrupted they deliver the best result obtained until that point in time. In this thesis anytime classification is studied in depth for the Bayesian approach. New algorithmic solutions for anytime classification are developed and evaluated in extensive experimentation. The first anytime stream clustering algorithm is proposed, and an application to anytime outlier detection is presented. In addition to the algorithmic contributions, new meta-approaches are described that significantly widen the area of applications for anytime algorithms. The solutions and results of this thesis contribute to the state of the art in anytime algorithms and stream data mining research.

The M. H. Ross Papers contain information pertaining to labor, politics, social issues of the twentieth century, coal mining and its resulting lifestyle, as well as photographs and audio materials. The collection is made up of five different accessions; L2001-05, which is contained in boxes one through 104, L2002-09 in boxes 106 through 120, L2006-16 in boxes 105 and 120, L2001-01 in boxes 120-121, and L2012-20 in boxes 122-125. The campaign materials consist of items from the 1940 and 1948 political campaigns in which Ross participated. These items include campaign cards, posters, speech transcripts, news clippings, rally materials, letters to voters, and fliers. Organizing and arbitration materials covers labor organizing events from "Operation Dixie" in Georgia, the furniture workers in North Carolina, and the Mine-Mill workers in the Western United States. Organizing materials include fliers, correspondence, news articles, radio transcripts, and some related photos. Arbitration files consist of agreements, decisions, and agreement booklets. The social and political research files cover a wide time period (1930's to the late 1970's/early 1980's). The topics include mainly the Ku Klux Klan, racism, Communism, Red Scare, red baiting, United States history, and literature. These files consist mostly of news and journal articles. Ross interacted with coal miners while doing work for the United Mine Workers Association (UMWA) and while working at the Fairmont Clinic in West Virginia. Included in these related files are books, news articles, journals, UMWA reports, and coal miner oral histories conducted by Ross. Tying in to all of the activities Ross participated in during his life were his research and manuscript files. He wrote numerous newspaper and journal articles on history and labor. Later, as he worked for the UMWA and at the Fairmont Clinic, he wrote more in-depth articles about coal miners, their lifestyle, and medical problems they faced (while the Southern Labor Archives has many of Ross's coal mining and lifestyle articles, it does not have any of his medical articles). Along with these articles are the research files Ross collected to write them, which consist of notes, books, and newspaper and journal articles. In additional to his professional career, Ross was adamant about documenting his and his wife's family history in the oral history format. Of particular interest are the recordings of his interviews with his wife's family - they were workers, musicians, and singers of labor and folk songs. Finally, in this collection are a number of photographs and slides, which include images of organizing, coal mining (from the late 19th through 20th centuries), and Appalachia. Of note is a small photo album from the 1930s which contains images from the Summer School for Workers, and more labor organizing. A few audio items are available as well, such as Ross political speeches and an oral history in which Ross was interviewed by his daughter, Jane Ross Davis in 1986. All photographic and audio-visual materials are at the end of their respective series. ; Myron Howard "Mike" Ross was born November 9, 1919 in New York City. He dropped out of school when he was seventeen and moved to Texas, where he worked on a farm. From 1936 until 1939, Ross worked in a bakery in North Carolina. In the summer of 1938, he attended the Southern School for Workers in Asheville, North Carolina. During the fall of 1938, Ross would attend the first Southern Conference on Human Welfare in Birmingham, Alabama. He would attend this conference again in 1940 in Chattanooga, Tennessee. From 1939 to 1940, Ross worked for the United Mine Workers Non-Partisan League in North Carolina, working under John L. Lewis. He was hired as a union organizer by the United Mine Workers of America, and sent to Saltville, Virginia and Rockwood, Tennessee. In 1940, Ross ran for a seat on city council on the People's Platform in Charlotte, North Carolina. During this time, he also married Anne "Buddie" West of Kennesaw, Georgia. From 1941 until 1945, Ross served as an infantryman for the United States Army. He sustained injuries near the Battle of the Bulge in the winter of 1944. From 1945 until 1949, Ross worked for the International Union of Mine, Mill and Smelter Workers, then part of the Congress of Industrial Organizations (CIO), as a union organizer. He was sent to Macon, Georgia, Savannah, Georgia and to Winston-Salem, North Carolina, where he worked with the United Furniture Workers Union. He began handling arbitration for the unions. In 1948, Ross ran for United States Congress on the Progressive Party ticket in North Carolina. He also served as the secretary for the North Carolina Progressive Party. Ross attended the University of North Carolina law school from 1949 to 1952. He graduated with honors but was denied the bar on the grounds of "character." From 1952 until 1955, he worked for the Mine, Mill and Smelter Workers as a union organizer, first in New Mexico (potash mines) and then in Arizona (copper mines). From 1955 to 1957, Ross attended the Columbia University School of Public Health. He worked for the United Mine Workers of America Welfare and Retirement Fund from 1957 to 1958, where he represented the union in expenditure of health care for mining workers. By 1958, Ross began plans for what would become the Fairmont Clinic, a prepaid group practice in Fairmont, West Virginia, which had the mission of providing high quality medical care for miners and their families. From 1958 until 1978, Ross served as administrator of the Fairmont Clinic. As a result of this work, Ross began researching coal mining, especially coal mining lifestyle, heritage and history of coal mining and disasters. He would interview over one hundred miners (coal miners). Eventually, Ross began writing a manuscript about the history of coal mining. Working for the Rural Practice Program of the University of North Carolina from 1980 until 1987, Ross taught in the medical school. M. H. Ross died on January 31, 1987 in Chapel Hill, North Carolina. ; Digitization of the M. H. Ross Papers was funded by the National Historical Publications and Records Commission.

The M. H. Ross Papers contain information pertaining to labor, politics, social issues of the twentieth century, coal mining and its resulting lifestyle, as well as photographs and audio materials. The collection is made up of five different accessions; L2001-05, which is contained in boxes one through 104, L2002-09 in boxes 106 through 120, L2006-16 in boxes 105 and 120, L2001-01 in boxes 120-121, and L2012-20 in boxes 122-125. The campaign materials consist of items from the 1940 and 1948 political campaigns in which Ross participated. These items include campaign cards, posters, speech transcripts, news clippings, rally materials, letters to voters, and fliers. Organizing and arbitration materials covers labor organizing events from "Operation Dixie" in Georgia, the furniture workers in North Carolina, and the Mine-Mill workers in the Western United States. Organizing materials include fliers, correspondence, news articles, radio transcripts, and some related photos. Arbitration files consist of agreements, decisions, and agreement booklets. The social and political research files cover a wide time period (1930's to the late 1970's/early 1980's). The topics include mainly the Ku Klux Klan, racism, Communism, Red Scare, red baiting, United States history, and literature. These files consist mostly of news and journal articles. Ross interacted with coal miners while doing work for the United Mine Workers Association (UMWA) and while working at the Fairmont Clinic in West Virginia. Included in these related files are books, news articles, journals, UMWA reports, and coal miner oral histories conducted by Ross. Tying in to all of the activities Ross participated in during his life were his research and manuscript files. He wrote numerous newspaper and journal articles on history and labor. Later, as he worked for the UMWA and at the Fairmont Clinic, he wrote more in-depth articles about coal miners, their lifestyle, and medical problems they faced (while the Southern Labor Archives has many of Ross's coal mining and lifestyle articles, it does not have any of his medical articles). Along with these articles are the research files Ross collected to write them, which consist of notes, books, and newspaper and journal articles. In additional to his professional career, Ross was adamant about documenting his and his wife's family history in the oral history format. Of particular interest are the recordings of his interviews with his wife's family - they were workers, musicians, and singers of labor and folk songs. Finally, in this collection are a number of photographs and slides, which include images of organizing, coal mining (from the late 19th through 20th centuries), and Appalachia. Of note is a small photo album from the 1930s which contains images from the Summer School for Workers, and more labor organizing. A few audio items are available as well, such as Ross political speeches and an oral history in which Ross was interviewed by his daughter, Jane Ross Davis in 1986. All photographic and audio-visual materials are at the end of their respective series. ; Myron Howard "Mike" Ross was born November 9, 1919 in New York City. He dropped out of school when he was seventeen and moved to Texas, where he worked on a farm. From 1936 until 1939, Ross worked in a bakery in North Carolina. In the summer of 1938, he attended the Southern School for Workers in Asheville, North Carolina. During the fall of 1938, Ross would attend the first Southern Conference on Human Welfare in Birmingham, Alabama. He would attend this conference again in 1940 in Chattanooga, Tennessee. From 1939 to 1940, Ross worked for the United Mine Workers Non-Partisan League in North Carolina, working under John L. Lewis. He was hired as a union organizer by the United Mine Workers of America, and sent to Saltville, Virginia and Rockwood, Tennessee. In 1940, Ross ran for a seat on city council on the People's Platform in Charlotte, North Carolina. During this time, he also married Anne "Buddie" West of Kennesaw, Georgia. From 1941 until 1945, Ross served as an infantryman for the United States Army. He sustained injuries near the Battle of the Bulge in the winter of 1944. From 1945 until 1949, Ross worked for the International Union of Mine, Mill and Smelter Workers, then part of the Congress of Industrial Organizations (CIO), as a union organizer. He was sent to Macon, Georgia, Savannah, Georgia and to Winston-Salem, North Carolina, where he worked with the United Furniture Workers Union. He began handling arbitration for the unions. In 1948, Ross ran for United States Congress on the Progressive Party ticket in North Carolina. He also served as the secretary for the North Carolina Progressive Party. Ross attended the University of North Carolina law school from 1949 to 1952. He graduated with honors but was denied the bar on the grounds of "character." From 1952 until 1955, he worked for the Mine, Mill and Smelter Workers as a union organizer, first in New Mexico (potash mines) and then in Arizona (copper mines). From 1955 to 1957, Ross attended the Columbia University School of Public Health. He worked for the United Mine Workers of America Welfare and Retirement Fund from 1957 to 1958, where he represented the union in expenditure of health care for mining workers. By 1958, Ross began plans for what would become the Fairmont Clinic, a prepaid group practice in Fairmont, West Virginia, which had the mission of providing high quality medical care for miners and their families. From 1958 until 1978, Ross served as administrator of the Fairmont Clinic. As a result of this work, Ross began researching coal mining, especially coal mining lifestyle, heritage and history of coal mining and disasters. He would interview over one hundred miners (coal miners). Eventually, Ross began writing a manuscript about the history of coal mining. Working for the Rural Practice Program of the University of North Carolina from 1980 until 1987, Ross taught in the medical school. M. H. Ross died on January 31, 1987 in Chapel Hill, North Carolina. ; Digitization of the M. H. Ross Papers was funded by the National Historical Publications and Records Commission.