HEAD
The vicious cycle of Data mining, data mining methodology, measuring the effectiveness of data mining data mining techniques. Market baskets analysis, memory based reasoning, automatic cluster detection, link analysis, artificial neural networks, generic algorithms, data mining and corporate data warehouse, OLA.
Data Mining Techniques ; Arun K.Pujari ; University Press.
Data Mining; Adriaans & Zantinge; Pearson education.
Mastering Data Mining; Berry Linoff; Wiley.
Data Mining; Dunham; Pearson education.
Text Mining Applications, Konchandy, Cengage
SNMP Introduction, protocol, structure of management information, object identifiers, management information base, instance identification. Telnet: rlogin protocols, examples, telnet protocol and examples. FTP, protocol, examples, SMTP protocols, examples, NFS, TCP/IP Applications.
W. Richard Stevens, TCP/IP Illustrated Volume-I "The Protocols ", Addison W 2. Jaiswal .S, TCP\IP Principles, Architecture, Protocols And Implementation, First Edition, Galgotia Publications Pvt Ltd.
Fault detection and diagnosis. System Reliability and methods of improving it. Theory of redundant system design. Fault tolerant circuit design. Fault tolerant architectures.
Components of a real time system. Real time operating system., tasks and task scheduling, task synchronization and data transfer factors in selecting a real time operating system. The design specifications, the development environment, ASM Diagram and Data flow analysis. Response time specification.
" Real Time System"-C.M Krishna and Kang G.Shin, TMH.
"Software Design for Real Time Systems"- J.E.Cooling, Chapman & Hall Pub.
Introduction to Bioinformatics, algorithm design and computational complexity aspects in bioinformatics, paradigms for algorithm design like greedy, divide and conquer, dynamic programming, exhaustive search and randomization help in obtaining useful bioinformatics algorithms,
Genome rearrangement, bock alignment, global sequence alignment, finding regulatory motifs in DNA sequences, finding minimum energy conformation in drug molecules respectively exemplifying the uses of these paradigms.
Application of computational learning in bioinformatics, the learning of probabilistic finite automata (Hidden Markov Models)
Several important problems in computational biology, like protein folding which turnout to be NP-hard, study some of these problems and corresponding approximation algorithms that address the issue of intractability.
Neil Jones and P Pevzner; An introduction to Bioinformatics Algorithms, MIT Press
Peter Clote and R Backofen, Computational Molecular Biology, J Wiley
R. Durbin, Eddy etc; Biological sequence analysis, probabilistic models of protein and nucleic acids; Cambridge Univ Press.
Gorden G., System simulation, Prentice Hall.
Payer T., Introduction to system simulation, McGraw Hill.
Seila, Applied Simulation Modeling, Cengage
Spriet, Computer Aided Modeling and Simulation, W.I.A.
Sushil, System Dynamics, Wiley Eastern Ltd.
Shannon R.E., System simulation, Prentice Hall
Law and Kelton; Simulation Modeling
Ad Hoc Mobile Wireless Networks : Protocols and Systems, C. K. Toh, Springer.
Ad Hoc Network, C E Perkins, Pearson Education.
Ad Hoc Wireless Networks : Architectures and protocols, C, Siva Ram Murthy and B.S. Manoj, Pearson Education.
Introduction to software testing, concepts, issues and techniques, test activities, management and automation. Coverage and usage testing based on checklist, input domain portioning and boundary testing, object oriented testing: testing OOA and OOD models, object oriented testing strategies, test case design for OO software, testing methods applicable at the class level, interclass test case design. Web application testing, debugging, security & reliability.
Programming style and program quality: simple style rules, comment statements, program quality, quantifying program quality, Software quality and quality Assurance: Principle of Software Quality Assurance (SQA), Applying SQA to software project, proven factors for SQA success, SQA during software requirements, SQA during software design phase, SQA during software code and test, Advance quality engineering topics.
Human factors in software engineering: Human factors history, HCL requirements and design process, HCL testing.
Ali Behforooz and Frederick J. Hudson, Software Engineering Fundamentals, Oxford University Press
JeffTain, Software Quality Engineering: Testing, Quality Assurance and Quantifiable improvement, Willy Pub.
Aditya Mathur, Foundation of Software Testing 1/e, Pearson Education
Paul C. Jorgensen, Software Testing, A Craftsman’s Approach, Second Edition, CRC Press
Unit I
Components – Types – Ontological Commitments – Ontological Categories – Philosophical Background – Knowledge Representation Ontologies – Top Level Ontologies – Linguistic Ontologies – Domain Ontologies – Semantic Web – Need – Foundation – Layers – Architecture.
Web Documents in XML – RDF – Schema – Web Resource Description using RDF- RDF Properties – Topic Maps and RDF – Overview – Syntax Structure – Semantics – Pragmatics – Traditional Ontology Languages – LOOM – OKBC – OCML – Flogic Ontology Markup Languages – SHOE – OIL – DAML + OIL – OWL.
Unit III
Taxonomy for Ontology Learning – Layered Approach – Phases of Ontology Learning – Importing and Processing Ontologies and Documents – Ontology Learning Algorithms – Evaluation.
Unit IV
Overview – Need for management – Development process – Target ontology – Ontology mapping – Skills management system – Ontological class – constraints – issues. Evolution – Development of Tools and Tool Suites – Ontology Merge Tools – Ontology based Annotation Tools.
Unit V
Web Services – Semantic Web Services – Case Study for specific domain – Security issues – Current trends.
References:
Asuncion Gomez-Perez, Oscar Corcho, Mariano Fernandez-Lopez, “Ontological Engineering: with examples from the areas of Knowledge Management, e-Commerce and the Semantic Web” Springer, 2004.
Grigoris Antoniou, Frank van Harmelen, “A Semantic Web Primer (Cooperative Information Systems)”, The MIT Press, 2004
Description and attributes of an embedded systems, CPU, memory, peripherals, timers, communication interfaces
Software tool chains used for development and testing of programs, project manager editor, assembler, compiler, linker, locator, loader debugger, monitor and profiler, use of integrated development environment, GNU, command line tools, build process in embedded systems
Software architecture for implementing various tasks, round robin with and without interrupts, function queue scheduling architecture, real-time operating systems.
Hardware and software development methodology and use of hardware debugging aids like in circuit emulators and logic analyzers.
Architecture of simple RTOS, definition of tasks, task controller, task information, scheduling priority, shared data problems and mutual exclusion critical section implementation.
Intertask communication, semaphores, message queues, buffers pipes, reentrance issues, timer functions, interrupts and I/O, designing a real time application using a RTOS like Vworks, µCOS II or embedded linux.
Power optimization strategies for processes, ACPI, design case studies, Networked embedded system, distributed embedded architecture, HW and SW architecture, IIC bus, CAN bus, Myrinet network based design, communication analysis, system performance analysis, HW platform design, allocation and scheduling, internet embedded systems. System design techniques.
Simon DE; an embedded software primer; Pearson
Ayala K; 8051 programming and interfacing; Peram
Vahid F and Givargis T; Embedded system design...; John Wiley
Heath Steve; Embedded system designs; Oxford newness
Introduction to cellular mobile systems: Basic cellular system, performance, criteria, Uniqueness of mobile Radio environment, operation of cellular systems, marketing Image of Hexagonal shaped cells, Planning of cellular system, Analog cellular systems, digital cellular systems, cell splitting.
Cell coverage for signal & Traffic: Introduction, obtaining the mobile point to point model, Propagation over water or flat open areas, Foliage loss, Propagation in near in distance, long distance Propagation obtain path less from a point to point Prediction model, call-site antenna Heights & Signal coverage calls, mobile to mobile Propagation.
Co channel Interference reduction: Co channel interference , exploring co channel interference area, in a system, Real time co channel interference measurement at mobile radio Transceivers, Decision of an omni directional antenna system, Design of a directional antenna system,. Lowering the antenna height, reduction of co-channel interference by mean of a notech in the tilted antenna Pattern, Power control.
Frequency management & channel Assignment: Frequency management, Frequency-spectrum utilization, set up channels definition of channel assignment, fixed channel assignment, Non fixed channel assignment algorithms How to operate north additional spectrum, Traffic & channel assignment, Perception of call blocking from the subscribers.
Handoffs & Dropped calls: Value of Implementing Handoffs, initiation of a hand off, Delaying a handoff, Forced Handoffs, Queuing of Handoffs, power difference handoff , Mobile assisted handoff & soft Handoff, call site Handoff only, intersystem Handoff, introduction to dropped call rate, Formula of Dropped call rate, Finding the values of g & u.
Special topics: Wireless and Mobile Computation – SS7, GSM, CDMA, Mobile IP, Wireless Mobile ATM, Multicast Routing Protocols, Location Management, Mobile Agents, Mobility Management.
J. Schiller, Mobile Communication, Pearson Press.
Wireless Network, Kaveh Pahalwan
Adhoc Networking by Charles E. Perkins, Addison Wisely
Mobile cellular Telecommunications by William C.Y. Lee TMH
Parallel processing, Parallel computer structure, designing of parallel algorithms, analyzing algorithms, general principles of parallel computing, Parallel sorting algorithms Batcher’s bitonic sort, Bitonic sort using the perfect shuffle, parallel bubble sort, add-even transport sort, Tree sort, quicksort, sorting on the CRCW, CRFW, EREW models, searching a sorted sequence, CREW, CRCW & EREW searching, searching on a random sequence EREW, ERCW, CREW & CRCW searching on SIMD computers, searching on a Tree, mesh, A Network for merging, merging on the CRFW, ERFW models, Computing Fourier Transforms, computing the DFT in parallel, a parallel FFT algorithm.
Design & Analysis of Parallel Algorithm by Salim & Akl, PHI.
Design Efficient Algorithm for Parallel Computers by Michel J. Quinn, TMH
The vicious cycle of Data mining, data mining methodology, measuring the effectiveness of data mining data mining techniques. Market baskets analysis, memory based reasoning, automatic cluster detection, link analysis, artificial neural networks, generic algorithms, data mining and corporate data warehouse, OLA.
Data Mining Techniques ; Arun K.Pujari ; University Press.
Data Mining; Adriaans & Zantinge; Pearson education.
Mastering Data Mining; Berry Linoff; Wiley.
Data Mining; Dunham; Pearson education.
Text Mining Applications, Konchandy, Cengage
SNMP Introduction, protocol, structure of management information, object identifiers, management information base, instance identification. Telnet: rlogin protocols, examples, telnet protocol and examples. FTP, protocol, examples, SMTP protocols, examples, NFS, TCP/IP Applications.
W. Richard Stevens, TCP/IP Illustrated Volume-I "The Protocols ", Addison W 2. Jaiswal .S, TCP\IP Principles, Architecture, Protocols And Implementation, First Edition, Galgotia Publications Pvt Ltd.
Fault detection and diagnosis. System Reliability and methods of improving it. Theory of redundant system design. Fault tolerant circuit design. Fault tolerant architectures.
Components of a real time system. Real time operating system., tasks and task scheduling, task synchronization and data transfer factors in selecting a real time operating system. The design specifications, the development environment, ASM Diagram and Data flow analysis. Response time specification.
" Real Time System"-C.M Krishna and Kang G.Shin, TMH.
"Software Design for Real Time Systems"- J.E.Cooling, Chapman & Hall Pub.
Introduction to Bioinformatics, algorithm design and computational complexity aspects in bioinformatics, paradigms for algorithm design like greedy, divide and conquer, dynamic programming, exhaustive search and randomization help in obtaining useful bioinformatics algorithms,
Genome rearrangement, bock alignment, global sequence alignment, finding regulatory motifs in DNA sequences, finding minimum energy conformation in drug molecules respectively exemplifying the uses of these paradigms.
Application of computational learning in bioinformatics, the learning of probabilistic finite automata (Hidden Markov Models)
Several important problems in computational biology, like protein folding which turnout to be NP-hard, study some of these problems and corresponding approximation algorithms that address the issue of intractability.
Neil Jones and P Pevzner; An introduction to Bioinformatics Algorithms, MIT Press
Peter Clote and R Backofen, Computational Molecular Biology, J Wiley
R. Durbin, Eddy etc; Biological sequence analysis, probabilistic models of protein and nucleic acids; Cambridge Univ Press.
Gorden G., System simulation, Prentice Hall.
Payer T., Introduction to system simulation, McGraw Hill.
Seila, Applied Simulation Modeling, Cengage
Spriet, Computer Aided Modeling and Simulation, W.I.A.
Sushil, System Dynamics, Wiley Eastern Ltd.
Shannon R.E., System simulation, Prentice Hall
Law and Kelton; Simulation Modeling
Ad Hoc Mobile Wireless Networks : Protocols and Systems, C. K. Toh, Springer.
Ad Hoc Network, C E Perkins, Pearson Education.
Ad Hoc Wireless Networks : Architectures and protocols, C, Siva Ram Murthy and B.S. Manoj, Pearson Education.
Introduction to software testing, concepts, issues and techniques, test activities, management and automation. Coverage and usage testing based on checklist, input domain portioning and boundary testing, object oriented testing: testing OOA and OOD models, object oriented testing strategies, test case design for OO software, testing methods applicable at the class level, interclass test case design. Web application testing, debugging, security & reliability.
Programming style and program quality: simple style rules, comment statements, program quality, quantifying program quality, Software quality and quality Assurance: Principle of Software Quality Assurance (SQA), Applying SQA to software project, proven factors for SQA success, SQA during software requirements, SQA during software design phase, SQA during software code and test, Advance quality engineering topics.
Human factors in software engineering: Human factors history, HCL requirements and design process, HCL testing.
Ali Behforooz and Frederick J. Hudson, Software Engineering Fundamentals, Oxford University Press
JeffTain, Software Quality Engineering: Testing, Quality Assurance and Quantifiable improvement, Willy Pub.
Aditya Mathur, Foundation of Software Testing 1/e, Pearson Education
Paul C. Jorgensen, Software Testing, A Craftsman’s Approach, Second Edition, CRC Press
Unit I
Components – Types – Ontological Commitments – Ontological Categories – Philosophical Background – Knowledge Representation Ontologies – Top Level Ontologies – Linguistic Ontologies – Domain Ontologies – Semantic Web – Need – Foundation – Layers – Architecture.
Web Documents in XML – RDF – Schema – Web Resource Description using RDF- RDF Properties – Topic Maps and RDF – Overview – Syntax Structure – Semantics – Pragmatics – Traditional Ontology Languages – LOOM – OKBC – OCML – Flogic Ontology Markup Languages – SHOE – OIL – DAML + OIL – OWL.
Unit III
Taxonomy for Ontology Learning – Layered Approach – Phases of Ontology Learning – Importing and Processing Ontologies and Documents – Ontology Learning Algorithms – Evaluation.
Unit IV
Overview – Need for management – Development process – Target ontology – Ontology mapping – Skills management system – Ontological class – constraints – issues. Evolution – Development of Tools and Tool Suites – Ontology Merge Tools – Ontology based Annotation Tools.
Unit V
Web Services – Semantic Web Services – Case Study for specific domain – Security issues – Current trends.
References:
Asuncion Gomez-Perez, Oscar Corcho, Mariano Fernandez-Lopez, “Ontological Engineering: with examples from the areas of Knowledge Management, e-Commerce and the Semantic Web” Springer, 2004.
Grigoris Antoniou, Frank van Harmelen, “A Semantic Web Primer (Cooperative Information Systems)”, The MIT Press, 2004
Description and attributes of an embedded systems, CPU, memory, peripherals, timers, communication interfaces
Software tool chains used for development and testing of programs, project manager editor, assembler, compiler, linker, locator, loader debugger, monitor and profiler, use of integrated development environment, GNU, command line tools, build process in embedded systems
Software architecture for implementing various tasks, round robin with and without interrupts, function queue scheduling architecture, real-time operating systems.
Hardware and software development methodology and use of hardware debugging aids like in circuit emulators and logic analyzers.
Architecture of simple RTOS, definition of tasks, task controller, task information, scheduling priority, shared data problems and mutual exclusion critical section implementation.
Intertask communication, semaphores, message queues, buffers pipes, reentrance issues, timer functions, interrupts and I/O, designing a real time application using a RTOS like Vworks, µCOS II or embedded linux.
Power optimization strategies for processes, ACPI, design case studies, Networked embedded system, distributed embedded architecture, HW and SW architecture, IIC bus, CAN bus, Myrinet network based design, communication analysis, system performance analysis, HW platform design, allocation and scheduling, internet embedded systems. System design techniques.
Simon DE; an embedded software primer; Pearson
Ayala K; 8051 programming and interfacing; Peram
Vahid F and Givargis T; Embedded system design...; John Wiley
Heath Steve; Embedded system designs; Oxford newness
Introduction to cellular mobile systems: Basic cellular system, performance, criteria, Uniqueness of mobile Radio environment, operation of cellular systems, marketing Image of Hexagonal shaped cells, Planning of cellular system, Analog cellular systems, digital cellular systems, cell splitting.
Cell coverage for signal & Traffic: Introduction, obtaining the mobile point to point model, Propagation over water or flat open areas, Foliage loss, Propagation in near in distance, long distance Propagation obtain path less from a point to point Prediction model, call-site antenna Heights & Signal coverage calls, mobile to mobile Propagation.
Co channel Interference reduction: Co channel interference , exploring co channel interference area, in a system, Real time co channel interference measurement at mobile radio Transceivers, Decision of an omni directional antenna system, Design of a directional antenna system,. Lowering the antenna height, reduction of co-channel interference by mean of a notech in the tilted antenna Pattern, Power control.
Frequency management & channel Assignment: Frequency management, Frequency-spectrum utilization, set up channels definition of channel assignment, fixed channel assignment, Non fixed channel assignment algorithms How to operate north additional spectrum, Traffic & channel assignment, Perception of call blocking from the subscribers.
Handoffs & Dropped calls: Value of Implementing Handoffs, initiation of a hand off, Delaying a handoff, Forced Handoffs, Queuing of Handoffs, power difference handoff , Mobile assisted handoff & soft Handoff, call site Handoff only, intersystem Handoff, introduction to dropped call rate, Formula of Dropped call rate, Finding the values of g & u.
Special topics: Wireless and Mobile Computation – SS7, GSM, CDMA, Mobile IP, Wireless Mobile ATM, Multicast Routing Protocols, Location Management, Mobile Agents, Mobility Management.
J. Schiller, Mobile Communication, Pearson Press.
Wireless Network, Kaveh Pahalwan
Adhoc Networking by Charles E. Perkins, Addison Wisely
Mobile cellular Telecommunications by William C.Y. Lee TMH
Parallel processing, Parallel computer structure, designing of parallel algorithms, analyzing algorithms, general principles of parallel computing, Parallel sorting algorithms Batcher’s bitonic sort, Bitonic sort using the perfect shuffle, parallel bubble sort, add-even transport sort, Tree sort, quicksort, sorting on the CRCW, CRFW, EREW models, searching a sorted sequence, CREW, CRCW & EREW searching, searching on a random sequence EREW, ERCW, CREW & CRCW searching on SIMD computers, searching on a Tree, mesh, A Network for merging, merging on the CRFW, ERFW models, Computing Fourier Transforms, computing the DFT in parallel, a parallel FFT algorithm.
Design & Analysis of Parallel Algorithm by Salim & Akl, PHI.
Design Efficient Algorithm for Parallel Computers by Michel J. Quinn, TMH