Advances in Time Series Forecasting
In: Advances in Time Series Forecasting v.2
Intro -- CONTENTS -- PREFACE -- Fuzzy Time Series Forecasting Models Evaluation Based on A Novel Distance Measure -- Cagdas Hakan Aladag1,* and I. Burhan Turksen2 -- INTRODUCTION -- THE PROPOSED DISTANCE MEASURE AND THE SUGGESTED PERFORMANCE CRITERION -- THE APPLICATION -- CONCLUDING REMARKS -- CONFLICT OF INTEREST -- ACKNOWLEDGEMENTS -- REFERENCES -- A New Fuzzy Time Series Forecasting Model with Neural Network Structure -- Eren Bas* and Erol Egrioglu -- INTRODUCTION -- PROPOSED METHOD -- APPLICATION -- CONCLUSIONS AND DISCUSSIONS -- CONFLICT OF INTEREST -- ACKNOWLEDGEMENTS -- REFERENCES -- Two Factors High Order Non Singleton Type-1 and Interval Type-2 Fuzzy Systems for Forecasting Time Series with Genetic Algorithm -- M.H. Fazel Zarandi1, *, M. Yalinezhaad1 and I.B. Turksen2 -- INTRODUCTION -- Interval Type-2 Fuzzy Logic Sets and Systems -- Type-2 Fuzzy Logic Sets -- Non Singleton Interval Type-2 Fuzzy Logic Systems -- Determination of Footprints of Uncertainty (Umf and Lmf) in Interval Type-2 Fuzzy Logic Sets -- Fundamental Concepts of Fuzzy Time Series -- Proposed Two Factors High Order Non Singletontype-1 and Interval Type-2 Fuzzy Time Series Systems -- Tuning Method for Type-1 and Interval Type-2 FTSs with Genetic Algorithm -- Experimental Results by Temperature Prediction and TAIEX Forecasting -- Temperature Prediction with Proposed Method -- TAIEX Forecasting By Applying the Proposed Method with Genetic Algorithm -- GA Procedure -- Selection and Pairing -- Crossover -- Mutation and Reinsertion -- Termination Condition -- Type Reduction and Defuzzification -- CONCLUSION AND FUTURE WORKS -- CONFLICT OF INTEREST -- ACKNOWLEDGEMENTS -- REFERENCES -- A New Neural Network Model with Deterministic Trend and Seasonality Components for Time Series Forecasting -- Erol Egrioglu1,*, Cagdas Hakan Aladag2, Ufuk Yolcu3, Eren Bas1 and Ali Z. Dalar1.