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Automatic Coding: Choice of Data Structures

Automatic Coding: Choice of Data Structures PDF Author: LOW
Publisher: Birkhäuser
ISBN: 3034855044
Category : Science
Languages : en
Pages : 118

Book Description
1.0 2 information structures, and the runtime efficiency available using lower level data structures. We believe these runtime inefficiencies can be remedied by providing a library of representations for the information structures and a user assisted automatic system to choose appropriate elements from this library for the user's programs. The main problems in such an automatic approach are: 1). Building a library of representations; 2). Characterizing the properties of these representations; 3). understanding how the user's program actually uses the abstract information structures; and -4). efficiently matching the user program needs with the properties of the known representations. The research reported here is an attempt to demonstrate the feasibility of such automatic representation selection. We allow the user to express data in terms of relations, sets, and sequences. Our system then obtains information by analysis of the program, execution statement profiles and interrogation of the user. Using that information, the system selects efficient (in terms of time and space) low level implementations for the user's information structures from a fixed library of information structure representations. Though we have considered only a few abstract information structures (those available in our programming language, SAIL) we believe the techniques used in this system are generally applicable.

Automatic Coding: Choice of Data Structures

Automatic Coding: Choice of Data Structures PDF Author: LOW
Publisher: Birkhäuser
ISBN: 3034855044
Category : Science
Languages : en
Pages : 118

Book Description
1.0 2 information structures, and the runtime efficiency available using lower level data structures. We believe these runtime inefficiencies can be remedied by providing a library of representations for the information structures and a user assisted automatic system to choose appropriate elements from this library for the user's programs. The main problems in such an automatic approach are: 1). Building a library of representations; 2). Characterizing the properties of these representations; 3). understanding how the user's program actually uses the abstract information structures; and -4). efficiently matching the user program needs with the properties of the known representations. The research reported here is an attempt to demonstrate the feasibility of such automatic representation selection. We allow the user to express data in terms of relations, sets, and sequences. Our system then obtains information by analysis of the program, execution statement profiles and interrogation of the user. Using that information, the system selects efficient (in terms of time and space) low level implementations for the user's information structures from a fixed library of information structure representations. Though we have considered only a few abstract information structures (those available in our programming language, SAIL) we believe the techniques used in this system are generally applicable.

Genetic Programming and Data Structures

Genetic Programming and Data Structures PDF Author: W.B. Langdon
Publisher: Springer Science & Business Media
ISBN: 9780792381358
Category : Computers
Languages : en
Pages : 298

Book Description
Computers that `program themselves' has long been an aim of computer scientists. Recently genetic programming (GP) has started to show its promise by automatically evolving programs. Indeed in a small number of problems GP has evolved programs whose performance is similar to or even slightly better than that of programs written by people. The main thrust of GP has been to automatically create functions. While these can be of great use they contain no memory and relatively little work has addressed automatic creation of program code including stored data. This issue is the main focus of Genetic Programming, and Data Structures: Genetic Programming + Data Structures = Automatic Programming!. This book is motivated by the observation from software engineering that data abstraction (e.g., via abstract data types) is essential in programs created by human programmers. This book shows that abstract data types can be similarly beneficial to the automatic production of programs using GP. Genetic Programming and Data Structures: Genetic Programming + Data Structures = Automatic Programming! shows how abstract data types (stacks, queues and lists) can be evolved using genetic programming, demonstrates how GP can evolve general programs which solve the nested brackets problem, recognises a Dyck context free language, and implements a simple four function calculator. In these cases, an appropriate data structure is beneficial compared to simple indexed memory. This book also includes a survey of GP, with a critical review of experiments with evolving memory, and reports investigations of real world electrical network maintenance scheduling problems that demonstrate that Genetic Algorithms can find low cost viable solutions to such problems. Genetic Programming and Data Structures: Genetic Programming + Data Structures = Automatic Programming! should be of direct interest to computer scientists doing research on genetic programming, genetic algorithms, data structures, and artificial intelligence. In addition, this book will be of interest to practitioners working in all of these areas and to those interested in automatic programming.

Automatic Coding

Automatic Coding PDF Author: J. R. Low
Publisher:
ISBN: 9783034855051
Category :
Languages : en
Pages : 124

Book Description


Automatic Coding: Choice of Data Structures

Automatic Coding: Choice of Data Structures PDF Author: James Richard Low
Publisher: Springer
ISBN:
Category : Computers
Languages : en
Pages : 124

Book Description
1.0 2 information structures, and the runtime efficiency available using lower level data structures. We believe these runtime inefficiencies can be remedied by providing a library of representations for the information structures and a user assisted automatic system to choose appropriate elements from this library for the user's programs. The main problems in such an automatic approach are: 1). Building a library of representations; 2). Characterizing the properties of these representations; 3). understanding how the user's program actually uses the abstract information structures; and -4). efficiently matching the user program needs with the properties of the known representations. The research reported here is an attempt to demonstrate the feasibility of such automatic representation selection. We allow the user to express data in terms of relations, sets, and sequences. Our system then obtains information by analysis of the program, execution statement profiles and interrogation of the user. Using that information, the system selects efficient (in terms of time and space) low level implementations for the user's information structures from a fixed library of information structure representations. Though we have considered only a few abstract information structures (those available in our programming language, SAIL) we believe the techniques used in this system are generally applicable.

Readings in Artificial Intelligence and Software Engineering

Readings in Artificial Intelligence and Software Engineering PDF Author: Charles Rich
Publisher: Morgan Kaufmann
ISBN: 1483214427
Category : Computers
Languages : en
Pages : 625

Book Description
Readings in Artificial Intelligence and Software Engineering covers the main techniques and application of artificial intelligence and software engineering. The ultimate goal of artificial intelligence applied to software engineering is automatic programming. Automatic programming would allow a user to simply say what is wanted and have a program produced completely automatically. This book is organized into 11 parts encompassing 34 chapters that specifically tackle the topics of deductive synthesis, program transformations, program verification, and programming tutors. The opening parts provide an introduction to the key ideas to the deductive approach, namely the correspondence between theorems and specifications and between constructive proofs and programs. These parts also describes automatic theorem provers whose development has be designed for the programming domain. The subsequent parts present generalized program transformation systems, the problems involved in using natural language input, the features of very high level languages, and the advantages of the programming by example system. Other parts explore the intelligent assistant approach and the significance and relation of programming knowledge in other programming system. The concluding parts focus on the features of the domain knowledge system and the artificial intelligence programming. Software engineers and designers and computer programmers, as well as researchers in the field of artificial intelligence will find this book invaluable.

Efficiency in Program Synthesis

Efficiency in Program Synthesis PDF Author: Elaine Kant
Publisher:
ISBN:
Category : Computers
Languages : en
Pages : 194

Book Description


IJCAI Proceedings 1979

IJCAI Proceedings 1979 PDF Author: Ijcai
Publisher: Elsevier
ISBN: 9780934613477
Category : Computers
Languages : en
Pages : 1196

Book Description


Efficiency Considerations in Program Synthesis

Efficiency Considerations in Program Synthesis PDF Author: Elaine Kant
Publisher:
ISBN:
Category : Computer programming
Languages : en
Pages : 424

Book Description


Languages and Compilers for Parallel Computing

Languages and Compilers for Parallel Computing PDF Author: Utpal Banerjee
Publisher: Springer Science & Business Media
ISBN: 9783540576594
Category : Computers
Languages : en
Pages : 678

Book Description
This book contains papers selected for presentation at the Sixth Annual Workshop on Languages and Compilers for Parallel Computing. The workshop washosted by the Oregon Graduate Institute of Science and Technology. All the major research efforts in parallel languages and compilers are represented in this workshop series. The 36 papers in the volume aregrouped under nine headings: dynamic data structures, parallel languages, High Performance Fortran, loop transformation, logic and dataflow language implementations, fine grain parallelism, scalar analysis, parallelizing compilers, and analysis of parallel programs. The book represents a valuable snapshot of the state of research in the field in 1993.

Compiler Construction

Compiler Construction PDF Author: Uwe Kastens
Publisher: Springer
ISBN:
Category : Compilers (Computer programs)
Languages : en
Pages : 340

Book Description
"The International Workshop on Compiler Construction provides a forum for thepresentation and discussion of recent developments in the area of compiler construction. Its scope ranges from compilation methods and tools to implementation techniques for specific requirements of languages and target architectures. This volume contains the papers selected for presentation at the 4th International Workshop on Compiler Construction, CC '92, held in Paderborn, Germany, October 5-7, 1992. The papers present recent developments on such topics as structural and semantic analysis, code generation and optimization, and compilation for parallel architectures and for functional, logical, and application languages."--PUBLISHER'S WEBSITE.