Location theory and decision analysis: analytics of spatial information technology
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Berlin ; Heidelberg
Springer
2011
|
| Ausgabe: | 2. ed. |
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Inhaltsverzeichnis |
| Beschreibung: | XXXIII, 701 S. graph. Darst. 27 cm 1 CD-ROM |
| ISBN: | 9783642156625 |
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IMAGE 1
CONTENTS
CHAPTER 1
CHAPTER 2
PREFACE TO THE SECOND EDITION XVII
PREFACE XXVII
INTRODUCTION 01
I. OBJECTIVES 01
II. DETERMINANTS OF LOCATION 03
A. TECHNOLOGICAL FACTORS 03
B. ECONOMIC AND GEOGRAPHIC FACTORS 04
C. POLITICAL FACTORS 04
D. SOCIAL FACTORS 04
III. THE ROLE OF ANALYSIS 05
A. AIRPORT EXAMPLE 05
B. MANUFACTURING PLANT EXAMPLE 06
C. A COMBINED EXAMPLE 07
IV. ANALYTICAL TECHNIQUES 09
V. CONCLUDING REMARKS 12
VI. EXERCISES 13
ECONOMIC METHODS OF ANALYSIS 17
I. ECONOMIC CONSTRUCTS FOR ACTIVITY ALLOCATION AND FORECASTING 17 A.
ECONOMIC-BASE THEORY 18
B. LOCATION THEORY 20
C. INPUT-OUTPUT MODELS 23
II. ECONOMETRIC MODELING: INTERREGIONAL DEMOGRAPHIC PROJECTIONS 25
A. POPULATION PROJECTION MODELS 25
B. INTERREGIONAL GROWTH AND DISTRIBUTION 30
C. INTERREGIONAL COMPONENTS OF CHANGE MODEL 32
III. ECONOMIC CONSTRUCTS FOR COST-BENEFIT ESTIMATION 33
A. SHIFT-SHARE ANALYSIS 34
B. THEORY OF LAND VALUES 36
C. CONSUMERS' SURPLUS 38
IV. UTILITY THEORY 40
A. ESTIMATING BID-RENT VIA UTILITY FUNCTION 43
B. MINIMUM-COST RESIDENTIAL LOCATION 46
IN
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1005454248
DIGITALISIERT DURCH
IMAGE 2
IV CONTENTS
V. THE LOCATION DECISION 47
A. BID-RENT CURVES 48
B. INDUSTRIAL LOCATION 48
C. RESIDENTIAL LOCATION MODELS 50
VI. SCALE AND NUMBER OF PUBLIC FACILITIES 51
A. STATIC SHORT-RUN EQUILIBRIUM 51
B. DYNAMIC LONG-RUN EQUILIBRIUM 55
VII. SPATIAL LOCATION OF A FACILITY 57
A. CENTER OF A NETWORK 58
B. MEDIAN OF A NETWORK 59
C. COMPETITIVE LOCATION AND GAMES 62
D. IMPERFECT INFORMATION 64
VIII. ECONOMIC BASIS OF THE GRAVITY-BASED SPATIAL ALLOCATION MODEL 66
A. THE SINGLY CONSTRAINED MODEL 66
B. THE DOUBLY CONSTRAINED MODEL 72
C. THE UNCONSTRAINED MODEL 73
D. THE INTERVENING OPPORTUNITY MODEL 74
IX. CONCLUDING REMARKS 77
X. EXERCISES 77
CHAPTER 3 DESCRIPTIVE TOOLS FOR ANALYSIS 83
I. AN EXAMPLE 83
II. DESCRIPTIVE TECHNIQUES: ANOTHER EXAMPLE 85
III. SIMULATION 87
IV. STOCHASTIC SIMULATION 92
V. DISCRETE EVENT SIMULATION 96
A. STOCHASTIC PROCESS 96
B. SIMULATION 100
VI. INVENTORY CONTROL USING MARGINAL ANALYSIS 102
VII. BAYESIAN ANALYSIS 105
A. BAYESIAN UPDATE 106
B. BAYESIAN DECISIONS 107
C. DECISION TREE 108
D. INFLUENCE DIAGRAM 110
E. BAYESIAN CLASSIFIER 112
VIII. ECONOMETRIC APPROACH 115
A. ARROW DIAGRAM AND PATH ANALYSIS 116
B. ECONOMETRIC MODELS 117
IX. CALIBRATION 119
A. ORDINARY LEAST SQUARES 120
B. TWO-STAGE LEAST SQUARES 121
IMAGE 3
CONTENTS
C. EXAMPLE OF TWO-STAGE LEAST SQUARES 122
D. MAXIMUM LIKELIHOOD 124
X. AGGREGATE VERSUS DISAGGREGATE MODELING 126
XI. THE GRAVITY MODEL REVISITED 128
A. SINGLY CONSTRAINED GRAVITY MODEL 128
B. DOUBLY CONSTRAINED MODEL . .* 131
XII. SPATIAL INTERACTION 134
A. INFORMATION THEORY 134
B. ENTROPY 137
XIII. QUALITY OF A MODEL CALIBRATION 141
A. CHI-SQUARE TEST 141
B. VARIANCE REDUCTION 142
XIV. CONCLUDING REMARKS 143
XV. EXERCISES 144
CHAPTER 4 PRESCRIPTIVE TOOLS FOR ANALYSIS 153
I. A TYPICAL PRESCRIPTIVE MODEL 153
A. GOALS AND OBJECTIVES 154
B. REPRESENTATION OF THE SYSTEM 154
C. A PRESCRIPTIVE FORMULATION OF THE ECONOMIC-BASE CONCEPT 155
II. HEURISTIC SOLUTION TECHNIQUES 156
A. MANUAL APPROACH 156
B. ENUMERATIVE METHOD 157
C. DIRECT SEARCH TECHNIQUE 161
D. THE GOLDEN SECTION ALOGRITHM 162
E. FIBONACCI SEARCH PROCEDURE 164
III. ANALYTICAL SOLUTION TECHNIQUES 167
A. CALCULUS 167
B. LINEAR PROGRAMMING 169
C. PRIMAL AND DUAL LINEAR PROGRAMS 172
D. SOLUTION OF LINEAR PROGRAMS 173
E. NONLINEAR PROGRAMMING 178
F. SOLUTION OF A NONLINEAR PROGRAM 180
IV. INTEGER OR MIXED-INTEGER PROGRAMMING 184
A. TOTAL UNIMODULARITY 186
B. NETWORK SOFTWARE 187
C. NETWORK WITH GAINS 189
V. DECOMPOSITION METHODS IN FACILITY LOCATION 192
A. RESOURCE DIRECTIVE DECOMPOSITION 193
B. PRICE DIRECTIVE DECOMPOSITION 195
IMAGE 4
VI CONTENTS
VI. SPATIAL INTERACTIONS: THE QUADRATIC ASSIGNMENT PROBLEM 196 A.
NONLINEAR FORMATION 197
B. LINEAR FORMULATION 197
C. COMMENTS 198
VII. PRESCRIPTIVE ANALYSIS IN FACILITY LOCATION: DATA ENVELOPMENT
ANALYSIS . . 199
VIII. PRESCRIPTIVE TECHNIQUES IN LAND USE 203
A. ENTROPY MAXIMIZATION MODEL 204
B. RELATIONSHIP TO THE ALLOCATION MODEL 205
C. OPTIMAL CONTROL MODELS OF SPATIAL INTERACTION 206
IX. CONCLUDING REMARKS 206
X. EXERCISES 207
CHAPTER 5 MULTICRITERIA DECISION MAKING 213
I. PREFERENCE STRUCTURE 214
A. THE IMPORTANCE OF PREFERENCE STRUCTURE 214
B. PAIRED VERSUS SIMULTANEOUS COMPARISON 216
II. SIMPLE ORDERING 218
III. EXPLORING THE EFFICIENT FRONTIER 220
IV. MULTICRITERIA SIMPLEX (MC-SIMPLEX) 223
A. THE MC-SIMPLEX ALGORITHM 223
B. NONLINEAR AND INTEGER PROGRAMMING 228
C. AN INTERACTIVE FRANK-WOLFE EXAMPLE 229
D. COMMENTS 233
V. GOAL SETTING 234
A. COMPROMISE PROGRAMMING 234
B. DEVIATIONAL MEASURES 235
C. GOAL-SETTING EXAMPLE 236
VI. VALUE FUNCTIONS 237
A. ADDITIVE VERSUS MULTIPLICATIVE FORM 237
B. UNIVARIATE UTILITY FUNCTION CONSTRUCTION 238
C. INDEPENDENCE AMONG CRITERION FUNCTIONS 242
D. SUMMARY 243
VII. VALUE-FUNCTION MEASUREMENT STEPS 245
A. PREFERENTIAL, UTILITY AND ADDITIVE INDEPENDENCE 246
B. EXAMPLES OF UTILITY FUNCTION CALIBRATION 250
C. VALIDATION 256
VIII. MULTICRITERIA DECISION MAKING AND FACILITY LOCATION 260
A. THE X, Y', AND Z' SPACES IN FACILITY LOCATION 260
B. MULTI-ATTRIBUTE UTILITY AND OPTIMIZATION 261
IMAGE 5
CONTENTS VU
IX. A TAXONOMY OF METHODS 264
A. PRIOR ARTICULATION OF ALTERNATIVES 264
B. PRIOR ARTICULATION OF PREFERENCES 265
C. PROGRESSIVE ARTICULATION OF ALTERNATIVES 265
D. PROGRESSIVE ARTICULATION OF PREFERENCES 265
X. DOMINATION STRUCTURES 266
XL COLLECTIVE DECISION MAKING 267
A. ARROW'S PARADOX 268
B. GAME THEORY 269
C. RECOMMENDED PROCEDURE 271
XII. CONCLUDING REMARKS 272
XIII. EXERCISES 274
CHAPTER 6 REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS 281
I. DATA IN SPATIAL-TEMPORAL ANALYSIS 281
A. RESOURCE REQUIREMENT 283
B. ASSEMBLY OF DATA SOURCES 283
C. USE AND DISPLAY OF INFORMATION 284
II. GEOGRAPHIC CODING SYSTEMS 287
A. CENTRAL PLACE THEORY 287
B. CONCENTRIC ZONE, SECTOR, AND MULTI-NUCLEI CITY STRUCTURES 287
C. DUAL INDEPENDENT MAP ENCODING SYSTEM 288
D. TOPOLOGICALLY INTEGRATED GEOGRAPHIC ENCODING AND REFERENCING 290
E. OTHER DATA SOURCES 291
III. GEOGRAPHIC INFORMATION SYSTEMS (GIS) 293
A. DATA ORGANIZATION AND STRUCTURE 293
B. LOCATION REFERENCE SYSTEM AND DATA STRUCTURE 300
C. GEOSPATIAL METADATA 302
IV. REMOTE SENSING SYSTEMS 303
A. INTERFACE BETWEEN REMOTE SENSING DATA AND GIS 304
B. AN ASSESSMENT 305
C. REMOTE SENSING TECHNOLOGY 307
V. DIGITAL IMAGE PROCESSING 309
A. IMAGE RECTIFICATION AND RESTORATION 309
B. IMAGE ENHANCEMENT 314
C. IMAGE CLASSIFICATION 316
D. DATA MERGING 318
VI. DIGITAL IMAGE PROCESSING SOFTWARE AND HARDWARE 321
VII. APPLICATIONS OF REMOTE SENSING 322
IMAGE 6
VIII CONTENTS
VIII. SPECTRAL VERSUS SPATIAL PATTERN RECOGNITION 326
A. SPECTRAL PATTERN RECOGNITION 326
B. CONTEXTUAL ALLOCATION OF PIXELS 328
IX. A DISTRICT CLUSTERING MODEL 333
A. A SINGLE SUBREGION MODEL 333
B. MULTIPLE SUBREGION MODEL 337
C. DEMAND EQUITY 341
D. EXTENSIONS 342
X. CASE STUDY OF IMAGE CLASSIFICATION 343
A. DIGITAL IMAGE DATA 343
B. IMAGE CLASSIFICATION 345
C. LESSONS LEARNED 348
XI. REMOTE SENSING, GIS, AND SPATIAL ANALYSIS 349
XII. CONCLUDING REMARKS 352
XIII. EXERCISES 354
CHAPTER 7 ANALYTICS AND SPATIAL INFORMATION TECHNOLOGY: RETROSPECT AND
PROSPECTS 363 I. ANALYTICS 364
A. STATISTICAL MODELING 364
B. OPTIMIZATION 365
C. MULTICRITERIA DECISION-MAKING 365
D. LOCATION-BASED ANALYSIS 366
II. SPATIAL ANALYTICS '. 367
A. SPATIAL ASSOCIATION 368
B. SPATIAL CLUSTERING 369
C. FACILITY OR SITE LOCATION 371
D. ROUTING 372
III. SOFTWARE 373
A. COMMERCIAL/LICENSED SOFTWARE 374
1. REGULAR ANALYTICS SOFTWARE 374
2. SPATIAL ANALYTICS SOFTWARE 385
B. DEVELOPMENTAL GEOSPATIAL SOFTWARE IN THE PUBLIC DOMAIN 394
1. OPEN SOURCE SOFTWARE 396
2. FREEWARE 396
3. SOFTWARE ACCOMPANYING THIS BOOK 398
C. SELECTING A SOFTWARE: THE CASE OF GIS 399
IV. SPATIAL INFORMATION TECHNOLOGY: LOOKING AHEAD 401
A. SPATIAL INFORMATION TECHNOLOGY 402
B. GOING BEYOND 404
V. EXERCISES 406
IMAGE 7
CONTENTS IX
CHAPTER 8 A SOFTWARE SURVEY OF ANALYTICS AND SPATIAL INFORMATION
TECHNOLOGY 411
I. GENERAL ANALYTIC SOFTWARE 412
A. SPREADSHEET MODELING 412
B. APPLIED MATHEMATICS 413
1. MATLAB 414
2. OCTAVE 414
3. MATHEMATICA 415
C. STATISTICS 416
D. SIMULATION 418
E. OPTIMIZATION 423
F. DECISION ANALYSIS 428
II. SPATIAL ANALYTICS SOFTWARE 429
A. GIS 430
B. IMAGE PROCESSING 433
C. ROUTING 436
III. CONCLUDING COMMENTS 437
SYNTHESIS EXERCISES AND PROBLEMS 441
I. REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS 441
A. BAYESIAN CLASSIFIER 442
B. ITERATIVE CONDITIONAL MODE ALGORITHM 443
C. WEIGHTED ITERATIVE CONDITIONAL MODE ALGORITHM 443
D. DISTRICT CLUSTERING MODEL 443
E. COMBINED CLASSIFICATION SCHEME 444
F. HISTOGRAM PROCESSING 445
II. FACILITY LOCATION 447
A. NODAL OPTIMALLY CONDITIONS 447
B. SOLID WASTE FACILITY 447
C. QUADRATIC ASSIGNMENT PROBLEM 448
III. LOCATION-ROUTING 448
A. DISTRICTING 449
B. MINKOWSKI'S METRIC 450
IV. ACTIVITY DERIVATION, ALLOCATION AND COMPETITION 451
A. MULTICRITERIA GAME 451
B. GRAVITY VERSUS TRANSPORTATION MODEL 452
C. CALIBRATION OF A DOUBLY CONSTRAINED MODEL 453
V. LAND USE MODELS 453
A. ECONOMIC-BASE AND ACTIVITY ALLOCATION 453
B. FORECASTING AIRBASE HOUSING REQUIREMENTS 455
IMAGE 8
APPENDIX 1
APPENDIX 2
CONTENTS
VI. SPATIAL-TEMPORAL INFORMATION 455
A. COHORT SURVIVAL METHOD 457
VII. TERM PROJECT 459
CONTROL, DYNAMICS, AND SYSTEM STABILITY 465 I. CONTROL THEORY 465
II. CALCULUS OF VARIATIONS 468
III. VARIATIONAL INEQUALITY 469
A. FUNDAMENTALS 470
B. EXISTENCE AND UNIQUENESS 471
TV. CATASTROPHE THEORY 473
A. BASIC CONCEPTS 474
B. ELEMENTARY CATASTROPHES 476
C. THE FOLD CATASTROPHE AS AN EXAMPLE 478
D. HIGHER ORDER CATASTROPHES 479
E. REMARKS 480
V. COMPARTMENTAL MODELS 481
A. BASICS 481
B. STOCHASTIC MODELS 483
C. DETERMINISTIC MODELS 486
D. DETERMINISTIC EXAMPLE 488
E. STOCHASTIC EXAMPLE 490
F. DISCRETE TIME MODELS 491
G. EXAMPLE OF A QUASI-DETERMINISTIC ANALYSIS 492
VI. SYSTEM STABILITY 494
A. BASIC TYPES OF TRAJECTORY 494
B. BIFURCATION THEORY 496
C. COMMENTS 499
VII. CONCLUDING REMARKS 500
REVIEW OF S O ME P E R T I N E NT STATISTICAL T O O LS . . . 503 I.
STATISTICAL ANALYSIS: BASIC CONCEPTS 503
II. GOODNESS-OF-FIT MEASURES 505
III. LINEAR REGRESSION 506
TV. ANALYSIS OF VARIANCE 510
V. USING THE REGRESSION EQUATION 511
A. CONFIDENCE INTERVAL 512
B. PREDICTION INTERVAL 512
C. SUMMARY 513
VI. STEPWISE REGRESSION 515
A. BACKWARD AND FORWARD REGRESSION 515
B. GOODNESS-OF-FIT PARAMETERS FOR STEPWISE REGRESSION 517
IMAGE 9
CONTENTS
XI
APPENDIX 3
APPENDIX 4
VII. MATRIX APPROACH TO LINEAR REGRESSION 521
VIII. NONLINEAR REGRESSION 522
IX. CONCLUDING REMARKS 524
REVIEW OF PERTINENT MARKOVIAN PROCESSES 527 I. POISSON PROCESS 527
A. STATE TRANSITION EQUATIONS 527
B. SOLUTION TO RANDOM PROCESS 529
II. FIELD DATA FROM AIR TERMINAL 529
A. EXPONENTIAL DISTRIBUTION 530
B. POISSON DISTRIBUTION 531
III. M / M /L QUEUE 533
IV. QUEUING SYSTEMS 534
A. BASIC THEORY 535
B. QUEUING FORMULAS 536
C. CHOOSING A QUEUING DISCIPLINE 539
V. MARKOVIAN PROPERTIES 541
VI. MARKOVIAN PROPERTIES OF DYNAMIC PROGRAMMING 542
A.' VEHICLE DISPATCHING EXAMPLE 542
B. PRINCIPLE OF OPTIMALLY 547
VII. MARKOVIAN DECISION PROCESSES 548
A. POLICY ITERATION 548
B. REWARD PER PERIOD 551
VIII. RECURSIVE PROGRAMMING 552
A. EXISTENCE OF SOLUTIONS 553
B. PHASE SOLUTIONS 554
IX. CONCLUDING REMARKS 555
REVIEW OF SOME PERTINENT OPTIMIZATION SCHEMES 557
I. LINEAR PROGRAMMING 557
A. SIMPLEX ALGORITHM 557
B. SOME OTHER KEY CONCEPTS 560
C. THEORY OF SIMPLEX 562
II. NETWORK-WITH-SIDE-CONSTRAINTS 563
A. MULTICOMMODITY-FLOW PROBLEM 564
B. THE NETWORK-WITH-SIDE-CONSTRAINTS ALGORITHM 566
III. LAGRANGIAN RELAXATION 576
A. ILLUSTRATION OF BASIC CONCEPTS 576
B. UNDERLYING THEORY 577
C. SUBGRADIENT OPTIMIZATION 580
D. BRANCH-AND-BOUND (B&B) SOLUTION 581
IMAGE 10
XII CONTENTS
IV. BENDERS' DECOMPOSITION 583
A. EXAMPLE 584
B. CONVERGENCE 586
C. EXTENSION 586
V. ALGORITHMS AND COMPLEXITY 587
VI. CONCLUDING REMARKS 589
APPENDIX 5 DISCUSSION OF TECHNICAL CONCEPTS 593
APPENDIX 6 ABBREVIATION AND MATHEMATICAL SYMBOLS 621
SOLUTIONS TO EXERCISES AND PROBLEMS 657
I. SOLUTIONS TO SELF-INSTRUCTIONAL MODULES 657
A. EMPIRICAL MODELING MODULE 658
B. PROBABILITY MODULE 660
C. PROBABILITY DISTRIBUTION & QUEUING MODULE 662
D. GRAPH THEORY MODULE 665
E. RISK ASSESSMENT MODULE 670
F. LINEAR PROGRAMMING MODULE: PART 1 - MODELING ANSWERS 672 G. LINEAR
PROGRAMMING MODULE: PART 2 - SOLUTION ALGORITHM 674 II. SOLUTIONS TO
REGULAR PROBLEMS 676
III. SOLUTIONS TO SYNTHESIS EXERCISES AND PROBLEMS 676
A. REMOTE SENSING AND GEOGRAPHIC INFORMATION SYSTEMS 676 B. FACILITY
LOCATION 681
C. LOCATION-ROUTING 682
D. ACTIVITY DERIVATION, COMPETITION, AND ALLOCATION 686
E. LAND-USE MODELS 689
F. SPATIAL-TEMPORAL INFORMATION 690
INDEX 693
SUPPLEMENTS ON THE CD/DVD
S ELF-INSTRUCTIONAL MODULES
CHAPTER 1 - EMPIRICAL MODELING MODULE CHAPTER 2 - PROBABILITY MODULE
CHAPTER 3 - PROBABILITY DISTRIBUTION AND QUEUING MODULE CHAPTER 4 -
GRAPH OPTIMIZATION MODULE
CHAPTER 5 - RISK ASSESSMENT MODULE |
| any_adam_object | 1 |
| author | Chan, Yupo |
| author_facet | Chan, Yupo |
| author_role | aut |
| author_sort | Chan, Yupo |
| author_variant | y c yc |
| building | Verbundindex |
| bvnumber | BV039620778 |
| classification_rvk | RB 10104 |
| ctrlnum | (OCoLC)755080963 (DE-599)DNB1005454248 |
| dewey-full | 658.2102855753 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 658 - General management |
| dewey-raw | 658.2102855753 |
| dewey-search | 658.2102855753 |
| dewey-sort | 3658.2102855753 |
| dewey-tens | 650 - Management and auxiliary services |
| discipline | Wirtschaftswissenschaften Geographie |
| edition | 2. ed. |
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| id | DE-604.BV039620778 |
| illustrated | Illustrated |
| indexdate | 2024-07-21T00:12:00Z |
| institution | BVB |
| isbn | 9783642156625 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-024471190 |
| oclc_num | 755080963 |
| open_access_boolean | |
| owner | DE-384 |
| owner_facet | DE-384 |
| physical | XXXIII, 701 S. graph. Darst. 27 cm 1 CD-ROM |
| publishDate | 2011 |
| publishDateSearch | 2011 |
| publishDateSort | 2011 |
| publisher | Springer |
| record_format | marc |
| spelling | Chan, Yupo Verfasser aut Location theory and decision analysis analytics of spatial information technology Yupo Chan 2. ed. Berlin ; Heidelberg Springer 2011 XXXIII, 701 S. graph. Darst. 27 cm 1 CD-ROM txt rdacontent n rdamedia nc rdacarrier Unternehmen (DE-588)4061963-1 gnd rswk-swf Multikriteria-Entscheidung (DE-588)4126083-1 gnd rswk-swf Geoinformationssystem (DE-588)4261642-6 gnd rswk-swf Standortplanung (DE-588)4077832-0 gnd rswk-swf Standorttheorie (DE-588)4121720-2 gnd rswk-swf Unternehmen (DE-588)4061963-1 s Standorttheorie (DE-588)4121720-2 s Standortplanung (DE-588)4077832-0 s Geoinformationssystem (DE-588)4261642-6 s Multikriteria-Entscheidung (DE-588)4126083-1 s DE-604 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=3521271&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024471190&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Chan, Yupo Location theory and decision analysis analytics of spatial information technology Unternehmen (DE-588)4061963-1 gnd Multikriteria-Entscheidung (DE-588)4126083-1 gnd Geoinformationssystem (DE-588)4261642-6 gnd Standortplanung (DE-588)4077832-0 gnd Standorttheorie (DE-588)4121720-2 gnd |
| subject_GND | (DE-588)4061963-1 (DE-588)4126083-1 (DE-588)4261642-6 (DE-588)4077832-0 (DE-588)4121720-2 |
| title | Location theory and decision analysis analytics of spatial information technology |
| title_auth | Location theory and decision analysis analytics of spatial information technology |
| title_exact_search | Location theory and decision analysis analytics of spatial information technology |
| title_full | Location theory and decision analysis analytics of spatial information technology Yupo Chan |
| title_fullStr | Location theory and decision analysis analytics of spatial information technology Yupo Chan |
| title_full_unstemmed | Location theory and decision analysis analytics of spatial information technology Yupo Chan |
| title_short | Location theory and decision analysis |
| title_sort | location theory and decision analysis analytics of spatial information technology |
| title_sub | analytics of spatial information technology |
| topic | Unternehmen (DE-588)4061963-1 gnd Multikriteria-Entscheidung (DE-588)4126083-1 gnd Geoinformationssystem (DE-588)4261642-6 gnd Standortplanung (DE-588)4077832-0 gnd Standorttheorie (DE-588)4121720-2 gnd |
| topic_facet | Unternehmen Multikriteria-Entscheidung Geoinformationssystem Standortplanung Standorttheorie |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=3521271&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024471190&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT chanyupo locationtheoryanddecisionanalysisanalyticsofspatialinformationtechnology |