Explainable artificial intelligence : (Record no. 5315)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02556naa a22003258i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 00005315 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | FR-PaOEC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20211006062616.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
| fixed length control field | a o d i |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr || |||m|n|| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 190601s2017 ||| o i|0| 0 eng d |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (FR-PaOEC) |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | FR-PaOEC |
| Transcribing agency | ES-MaONT |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Samek, Wojciech |
| 9 (RLIN) | 3410 |
| 245 10 - TITLE STATEMENT | |
| Title | Explainable artificial intelligence : |
| Remainder of title | Understanding, visualizing and interpreting deep learning models / |
| Statement of responsibility, etc. | Wojciech Samek, Thomas Wiegand and Klaus-Robert Müller |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Geneva : |
| Name of publisher, distributor, etc. | International Telecommunication Union, |
| Date of publication, distribution, etc. | 2017. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 10 p. |
| 336 ## - CONTENT TYPE | |
| Content type term | texto (visual) |
| Source | isbdcontent |
| 337 ## - MEDIA TYPE | |
| Media type term | electrónico |
| Source | isbdmedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | recurso en línea |
| Source | rdacarrier |
| 520 3# - SUMMARY, ETC. | |
| Summary, etc. | With the availability of large databases and recent improvements in deep learning methodology, the performance of AI systems is reaching, or even exceeding, the human level on an increasing number of complex tasks. Impressive examples of this development can be found in domains such as image classification, sentiment analysis, speech understanding or strategic game playing. However, because of their nested non-linear structure, these highly successful machine learning and artificial intelligence models are usually applied in a black-box manner, i.e. no information is provided about what exactly makes them arrive at their predictions. Since this lack of transparency can be a major drawback, e.g. in medical applications, the development of methods for visualizing, explaining and interpreting deep learning models has recently attracted increasing attention. This paper summarizes recent developments in this field and makes a plea for more interpretability in artificial intelligence. Furthermore, it presents two approaches to explaining predictions of deep learning models, one method which computes the sensitivity of the prediction with respect to changes in the input and one approach which meaningfully decomposes the decision in terms of the input variables. These methods are evaluated on three classification tasks. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Tecnologías habilitadoras digitales |
| 9 (RLIN) | 18 |
| 653 #4 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Science and Technology |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Wiegand, Thomas |
| 9 (RLIN) | 3413 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Müller, Klaus-Robert |
| 9 (RLIN) | 3330 |
| 773 0# - HOST ITEM ENTRY | |
| Host Biblionumber | 4843 |
| Title | ITU Journal: ICT Discoveries |
| Related parts | Vol. 2018, no. 1, p. 39-48 |
| Enumeration and first page | 2018:1<39 |
| International Standard Serial Number | 2616-8375 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | itu-ilibrary.org |
| Uniform Resource Identifier | https://www.itu.int/dms_pub/itu-s/opb/journal/S-JOURNAL-ICTS.V1I1-2017-5-PDF-E.pdf |
| Link text | Acceso al documento |
| Nonpublic note | Abierto |
| Electronic format type | |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Artículos |
| Source of classification or shelving scheme | Universal Decimal Classification |
| Withdrawn status | Lost status | Damaged status | Not for loan | Collection code | Koha itemnumber | Home library | Current library | Shelving location | Date acquired | Total Checkouts | Barcode | Date last seen | Price effective from | Koha item type | Public note |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Acceso libre online | Colección digital | 6265 | CDO | CDO | 12/09/2019 | 1000020175564 | 12/09/2019 | 12/09/2019 | Artículos |