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Preface; The Organization of CSI-2015; Chief Patron; Patrons; Advisory Committee; Editorial Board; Contents; About the Editors; 1 AC: An Audio Classifier to Classify Violent Extensive Audios; Abstract; 1 Introduction; 2 Related Work and Research Contributions; 3 Audio Classification; 3.1 Repository of Audio Files; 3.2 Audio Signal; 3.3 Divide Signal into Frames; 3.4 Extract Features; 3.5 Calculate Statistics; 3.6 Analyser; 4 Experimental Results; 5 Conclusion; References; 2 Document-to-Sentence Level Technique for Novelty Detection; Abstract; 1 Introduction; 2 Literature Review.
2.1 Novelty Identification Using Event Level2.2 Novelty Identification Using Sentence Level; 2.3 Comparison; 3 Proposed Work for Novelty Detection at Document Level; 3.1 Document-Level Novelty Detection Algorithm; 3.2 Novelty Detector Module; 4 Experimental Result Analysis; 5 Conclusion; References; 3 Continuous Hindi Speech Recognition in Real Time Using NI LabVIEW; Abstract; 1 Introduction; 2 Automatic Speech Recognition System; 3 Creating a Continuous Recognition System; 4 Database Creation; 5 Classification; 6 Result; References; 4 Gujarati Braille Text Recognition: A Design Approach.
Abstract1 Introduction; 1.1 About Braille Script; 1.2 About Gujarati Script; 2 Literature Review; 3 Challenges; 4 Design Approach; 5 Proposed Implementation and Result; 6 Conclusion; References; 5 Development of Embedded Platform for Sanskrit Grammar-Based Document Summarization; Abstract; 1 Introduction; 2 Literature Survey; 3 Proposed Methodology; 4 Feature-Based Neural Network; 4.1 Prakaran; 4.2 Sthan; 4.3 Samakhya; 4.4 Summary Generation; 4.5 Training Phase; 4.6 Sentence Ranking; 4.7 Generation and Transmission; 5 Hardware; 5.1 Arduinoâ#x80;#x93;MATLAB Interface; 5.2 Arduinoâ#x80;#x93;LCD Interface.
6 Results7 Evaluation Measure; 7.1 Calculations; References; 6 Approach for Information Retrieval by Using Self-Organizing Map and Crisp Set; Abstract; 1 Introduction; 2 Related Work; 3 Research Gap and Problem; 4 Impact on Academics/Industry; 5 Methodology; 6 Conclusion; References; 7 An Automatic Spontaneous Speech Recognition System for Punjabi Language; Abstract; 1 Introduction; 2 Automatic Spontaneous Speech Recognition System for Punjabi; 3 Building an Acoustic Model for Spontaneous Punjabi Speech; 4 Steps of Creating the Language Model for Punjabi Corpus.
5 Graphical User Interface for Automatic Spontaneous Speech System for Punjabi Language6 Performance Evaluation; 7 Conclusion and Future Work; References; 8 A System for the Conversion of Digital Gujarati Text-to-Speech for Visually Impaired People; Abstract; 1 Introduction; 2 Conversion Tool; 2.1 Speech Database; 2.2 Mapping Technique; 2.3 Algorithm; 3 Testing and Result; 4 Conclusion; Acknowledgements; References; 9 Hidden Markov Model for Speech Recognition Systemâ#x80;#x94;A Pilot Study and a Naive Approach for Speech-To-Text Model; Abstract; 1 Introduction; 2 Literature Survey.
2.1 Novelty Identification Using Event Level2.2 Novelty Identification Using Sentence Level; 2.3 Comparison; 3 Proposed Work for Novelty Detection at Document Level; 3.1 Document-Level Novelty Detection Algorithm; 3.2 Novelty Detector Module; 4 Experimental Result Analysis; 5 Conclusion; References; 3 Continuous Hindi Speech Recognition in Real Time Using NI LabVIEW; Abstract; 1 Introduction; 2 Automatic Speech Recognition System; 3 Creating a Continuous Recognition System; 4 Database Creation; 5 Classification; 6 Result; References; 4 Gujarati Braille Text Recognition: A Design Approach.
Abstract1 Introduction; 1.1 About Braille Script; 1.2 About Gujarati Script; 2 Literature Review; 3 Challenges; 4 Design Approach; 5 Proposed Implementation and Result; 6 Conclusion; References; 5 Development of Embedded Platform for Sanskrit Grammar-Based Document Summarization; Abstract; 1 Introduction; 2 Literature Survey; 3 Proposed Methodology; 4 Feature-Based Neural Network; 4.1 Prakaran; 4.2 Sthan; 4.3 Samakhya; 4.4 Summary Generation; 4.5 Training Phase; 4.6 Sentence Ranking; 4.7 Generation and Transmission; 5 Hardware; 5.1 Arduinoâ#x80;#x93;MATLAB Interface; 5.2 Arduinoâ#x80;#x93;LCD Interface.
6 Results7 Evaluation Measure; 7.1 Calculations; References; 6 Approach for Information Retrieval by Using Self-Organizing Map and Crisp Set; Abstract; 1 Introduction; 2 Related Work; 3 Research Gap and Problem; 4 Impact on Academics/Industry; 5 Methodology; 6 Conclusion; References; 7 An Automatic Spontaneous Speech Recognition System for Punjabi Language; Abstract; 1 Introduction; 2 Automatic Spontaneous Speech Recognition System for Punjabi; 3 Building an Acoustic Model for Spontaneous Punjabi Speech; 4 Steps of Creating the Language Model for Punjabi Corpus.
5 Graphical User Interface for Automatic Spontaneous Speech System for Punjabi Language6 Performance Evaluation; 7 Conclusion and Future Work; References; 8 A System for the Conversion of Digital Gujarati Text-to-Speech for Visually Impaired People; Abstract; 1 Introduction; 2 Conversion Tool; 2.1 Speech Database; 2.2 Mapping Technique; 2.3 Algorithm; 3 Testing and Result; 4 Conclusion; Acknowledgements; References; 9 Hidden Markov Model for Speech Recognition Systemâ#x80;#x94;A Pilot Study and a Naive Approach for Speech-To-Text Model; Abstract; 1 Introduction; 2 Literature Survey.