Title New frontiers in artificial intelligence : JSAI-isAI 2018 Workshops, JURISIN, AI-Biz, SKL, LENLS, IDAA, Yokohama, Japan, November 12-14, 2018, Revised selected papers / Kazuhiro Kojima, Maki Sakamoto, Koji Mineshima, Ken Satoh (eds.)

Published Cham, Switzerland : Springer, 2019

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Description 1 online resource (xiv, 494 pages) : illustrations (some color) Series Lecture notes in artificial intelligence Lecture notes in computer science ; 11717 LNCS sublibrary. SL 7, Artificial intelligence Lecture notes in computer science. Lecture notes in artificial intelligence. Lecture notes in computer science ; 11717. LNCS sublibrary. SL 7, Artificial intelligence. Contents Intro; Preface; Organization; Contents; AI-Biz 2018; Artificial Intelligence of and for Business (AI-Biz 2018); The Workshop; Papers; Acknowledgment; Feature Selection on Credit Risk Prediction for Peer-to-Peer Lending; Abstract; 1 Introduction; 2 Related Works; 2.1 P2P Lending; 2.2 Machine Learning Method; 3 Methodology; 3.1 Data Collection and Pre-processing; 3.2 Feature Selection; 3.3 Logistic Regression Model; 4 Experiment and Results; 5 Conclusion and Feature Work; References; Capturing Corporate Attributes in a New Perspective Through Fuzzy Clustering; Abstract; 1 Background 2 Related Work3 Data; 4 Method; 4.1 Cluster Analysis; 4.2 Verification Method; 4.3 Absolute Prediction Error; 5 Result; 5.1 Analysis of Fuzzy C Means; 5.2 Composite Variance Analysis; 5.3 Absolute Prediction Error Analysis; 6 Manufacturing Industry; 6.1 Absolute Prediction Error Analysis; 6.2 Absolute Prediction Error Analysis; 7 Conclusion and Further Discussion; Acknowledgements; References; Influences of Diversity on Organizational Performance. simBy Using Faultline Theorysim; Abstract; 1 Introduction; 2 Previous Studies; 2.1 The Field of Diversity Management; 2.2 Faultline Theory 2.3 Conflict2.4 Review of Previous Studies; 2.5 The Faultline Measures; 3 Model Outline; 3.1 Agent Attributes; 3.2 The Utility Function; 3.3 Simulation Setting; 4 Simulation; 4.1 Data Sets for Validation; 4.2 Evaluation Standard; 4.3 The Results of the Simulation for the Verification; 4.4 Model Validation; 5 Fact-Finding Survey; 5.1 Survey Overview; 5.2 Survey Results; 6 Simulation Results; 7 Discussion; 8 Conclusion; References; A Study of New Variable Selection Method Within a Framework of Real-Coded Genetic Algorithm; 1 Introduction; 2 Related Work 3 Variable Selection Using Gene Variances in RCGA3.1 Experimental Conditions; 3.2 Variances of Genes and Fitness in RCGA; 3.3 Timing of Convergence in Genes; 3.4 Relation Between Variances of Genes and Standard Error; 3.5 Variable Selection Utilizing the Variances of Genes; 4 Variable Selection Based on the Progress Rate of Optimal Solution Search; 4.1 Measuring of the Progress of RCGA Solution Search Using SRGM; 4.2 Variable Selection Based on Progress Rate; 5 Conclusions; References; IDAA 2018; First International Workshop of Intelligent Data Analytics and Applications (IDAA 2018) Single Image Dehazing Using Improved Gray World Theory and Dark Channel Prior1 Introduction; 2 Our Method; 2.1 Color Distortion Correction; 2.2 Dehazing; 3 Experiments; 4 Conclusion; References; Analysis of Pulse Diagnosis Data from a TCM Doctor and a Device by Random Forest; 1 Introduction; 2 Related Work; 2.1 Pulse Diagnosis; 2.2 Random Forest; 2.3 Position of This Study; 3 Analysis of Pulse Diagnosis Data by Random Forest; 3.1 Overview of Our Approach; 3.2 Data Acquisition and Preprocessing; 3.3 Data Analysis by Random Forest; 4 Analysis Result and Discussion; 5 Conclusion; References Summary This book constitutes extended, revised, and selected papers from the 10th International Symposium of Artificial Intelligence supported by the Japanese Society for Artificial Intelligence, JSAI-isAI 2018. It was held in November 2018 in Yokohama, Japan. The 28 paper full papers and 5 short papers were carefully selected from 97 submissions. The papers selected cover topics in Artificial Intelligence, such as AI and law, business intelligence, human intelligence, logic and engineering, and data analytics and applications Notes Includes author index Online resource; title from PDF title page (SpringerLink, viewed October 15, 2019) Subject Artificial intelligence -- Congresses Artificial intelligence Genre/Form Electronic books proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Kojima, Kazuhiro (Information technology scientist), editor. Sakamoto, Maki, editor Mineshima, Koji, editor. Satoh, Ken, 1959- editor. JURISIN (Workshop) (12th : 2018 : Yokohama-shi, Japan), jointly held conference. AI-Biz (Workshop) (3rd : 2018 : Yokohama-shi, Japan), jointly held conference. SKL (Workshop) (5th : 2018 : Yokohama-shi, Japan), jointly held conference. LENLS (Workshop) (15th : 2018 : Yokohama-shi, Japan), jointly held conference. IDAA (Workshop) (1st : 2018 : Yokohama-shi, Japan), jointly held conference. ISBN 9783030316051 303031605X

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