Knowledge (XXG)

Adaptive website

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techniques to cluster interaction patterns to user models and classify specific user patterns to such models. The website may then be adapted to target clusters of users. In this approach, the models are explicitly created from historic user information with new users are classified to an existing
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An adaptive website adjusts the structure, content, or presentation of information in response to measured user interaction with the site, with the objective of optimizing future user interactions. Adaptive websites "are web sites that automatically improve their organization and presentation by
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or similar methods are used in conjunction with a library of possible changes to the website or a change-generation method (such as random variation). This results in the automated process website change, impact assessment, and adoption of change. Some examples include
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that builds a model of user activity and modifies the information and/or presentation of information to the user in order to better address the user's needs.
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that are used on a website do not make it an adaptive website. They are all tools and techniques that may be used toward engineering an adaptive website.
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learning from their user access patterns." User interaction patterns may be collected directly on the website or may be
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J.D. Velásquez and V. Palade, "Adaptive Web Sites: A Knowledge Extraction from Web Data Approach", IOS Press, 2008
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method: Collected user data may be assessed in aggregate (across multiple users) using
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model and a pre-defined mapping is used for existing content and content organization.
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Towards adaptive Web sites: Conceptual framework and case study
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The Adaptive Web: Methods and Strategies of Web Personalization
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logs. A model or models are created of user interaction using
595: 536: 390: 308: 285: 187:; Alfred Kobsa; Wolfgang Nejdl (2007-06-11). 8: 292: 278: 270: 137:, and machine learning techniques such as 628:Websites with country access restrictions 266:", Artificial Intelligence 118(1-2), 2000 176: 623:Websites blocked in the United Kingdom 218:"Adaptive Web Sites: an AI Challenge" 7: 613:Websites blocked in mainland China 14: 98:. In this approach (specifically 381: 587:Professional wrestling websites 227:. Nagoya, Japan. Archived from 119:'s that appear on the website. 88:for website look and feel, and 75:statistical hypothesis testing 1: 659:Social information processing 466:Microcredit lending websites 111:User landing pages (such as 496:Social bookmarking websites 675: 618:Websites blocked in Russia 501:Social networking services 379: 368:Personal wedding website 654:Collective intelligence 572:Food and drink websites 486:Satirical news websites 123:Collaborative filtering 63:collaborative filtering 46:artificial intelligence 582:Image-sharing websites 567:Environmental websites 552:Biodiversity databases 476:Online video platforms 451:Image-sharing websites 608:Most popular websites 160:Responsive web design 562:Educational websites 603:Founded before 1995 577:Video game websites 513:Tor hidden services 431:Employment websites 127:recommender systems 50:statistical methods 547:Astronomy websites 441:Fake news websites 401:Academic databases 96:online advertising 636: 635: 212:Perkowitz, Mike; 198:978-3-540-72078-2 185:Peter Brusilovsky 131:generate and test 666: 557:Biology websites 471:Online databases 406:BitTorrent sites 385: 321:Cashback website 316:Audition website 294: 287: 280: 271: 258:Mike Perkowitz, 243: 242: 240: 239: 233: 222: 209: 203: 202: 181: 165:Web intelligence 155:Machine learning 133:methods such as 101: 92: 86: 67:machine learning 21:adaptive website 674: 673: 669: 668: 667: 665: 664: 663: 639: 638: 637: 632: 591: 532: 518:Web directories 456:Internet forums 421:Dating websites 386: 377: 353:Library website 304: 298: 252: 247: 246: 237: 235: 231: 220: 211: 210: 206: 199: 183: 182: 178: 173: 151: 109: 107:Differentiation 99: 90: 84: 58: 33: 17: 16:Type of website 12: 11: 5: 672: 670: 662: 661: 656: 651: 641: 640: 634: 633: 631: 630: 625: 620: 615: 610: 605: 599: 597: 593: 592: 590: 589: 584: 579: 574: 569: 564: 559: 554: 549: 543: 541: 534: 533: 531: 530: 525: 520: 515: 510: 509: 508: 498: 493: 491:Search engines 488: 483: 478: 473: 468: 463: 458: 453: 448: 443: 438: 433: 428: 423: 418: 413: 408: 403: 397: 395: 388: 387: 380: 378: 376: 375: 373:School website 370: 365: 360: 355: 350: 345: 343:Health website 340: 335: 334: 333: 323: 318: 312: 310: 306: 305: 299: 297: 296: 289: 282: 274: 268: 267: 256: 251: 248: 245: 244: 225:Proc. IJCAI-97 204: 197: 175: 174: 172: 169: 168: 167: 162: 157: 150: 147: 143:classification 108: 105: 104: 103: 71: 57: 54: 32: 29: 15: 13: 10: 9: 6: 4: 3: 2: 671: 660: 657: 655: 652: 650: 647: 646: 644: 629: 626: 624: 621: 619: 616: 614: 611: 609: 606: 604: 601: 600: 598: 594: 588: 585: 583: 580: 578: 575: 573: 570: 568: 565: 563: 560: 558: 555: 553: 550: 548: 545: 544: 542: 539: 535: 529: 526: 524: 521: 519: 516: 514: 511: 507: 504: 503: 502: 499: 497: 494: 492: 489: 487: 484: 482: 481:Q&A sites 479: 477: 474: 472: 469: 467: 464: 462: 459: 457: 454: 452: 449: 447: 444: 442: 439: 437: 436:Encyclopedias 434: 432: 429: 427: 424: 422: 419: 417: 416:Chat websites 414: 412: 409: 407: 404: 402: 399: 398: 396: 393: 389: 384: 374: 371: 369: 366: 364: 361: 359: 356: 354: 351: 349: 346: 344: 341: 339: 336: 332: 329: 328: 327: 324: 322: 319: 317: 314: 313: 311: 307: 302: 295: 290: 288: 283: 281: 276: 275: 272: 265: 261: 257: 254: 253: 249: 234:on 2010-03-31 230: 226: 219: 215: 208: 205: 200: 194: 190: 186: 180: 177: 170: 166: 163: 161: 158: 156: 153: 152: 148: 146: 144: 140: 136: 132: 128: 124: 120: 118: 114: 106: 97: 93: 87: 80: 76: 72: 68: 64: 60: 59: 55: 53: 51: 47: 43: 39: 30: 28: 26: 22: 461:Marketplaces 426:Dictionaries 260:Oren Etzioni 236:. Retrieved 229:the original 224: 214:Oren Etzioni 207: 191:. Springer. 188: 179: 121: 110: 89: 83: 34: 20: 18: 363:Mirror site 348:Lab website 135:A/B testing 79:A/B testing 643:Categories 540:by subject 338:Gripe site 250:References 238:2009-08-10 139:clustering 117:web widget 56:Techniques 42:Web server 523:Webcomics 446:Fan wikis 358:Microsite 649:Websites 331:Fan wiki 216:(1997). 149:See also 125:such as 100:genetify 91:snap ads 85:genetify 77:method: 31:Overview 506:defunct 394:by type 326:Fansite 309:By type 301:Website 113:iGoogle 25:website 303:topics 195:  596:Other 538:Lists 528:Wikis 411:Blogs 392:Lists 232:(PDF) 221:(PDF) 171:Notes 40:from 38:mined 23:is a 193:ISBN 141:and 94:for 73:The 61:The 48:and 262:, " 19:An 645:: 223:. 129:, 293:e 286:t 279:v 241:. 201:.

Index

website
mined
Web server
artificial intelligence
statistical methods
collaborative filtering
machine learning
statistical hypothesis testing
A/B testing
online advertising
iGoogle
web widget
Collaborative filtering
recommender systems
generate and test
A/B testing
clustering
classification
Machine learning
Responsive web design
Web intelligence
Peter Brusilovsky
ISBN
978-3-540-72078-2
Oren Etzioni
"Adaptive Web Sites: an AI Challenge"
the original
Oren Etzioni
Towards adaptive Web sites: Conceptual framework and case study
v

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