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Hits 1 – 20 of 129
1
Money Change_experiment -10000-FULL.rar ...
Tzouvelekas, Emmanuel
. - : figshare, 2022
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2
Money Change_experiment -10000-FULL.rar ...
Tzouvelekas, Emmanuel
. - : figshare, 2022
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3
Enriching Artificial Intelligence Explanations with Knowledge Fragments
Jože Rožanec; Elena Trajkova; Inna Novalija; Patrik Zajec; Klemen Kenda; Blaž Fortuna; Dunja Mladenić
In: Future Internet; Volume 14; Issue 5; Pages: 134 (2022)
Abstract:
Artificial intelligence models are increasingly used in manufacturing to inform decision making. Responsible decision making requires accurate forecasts and an understanding of the models’ behavior. Furthermore, the insights into the models’ rationale can be enriched with domain knowledge. This research builds explanations considering feature rankings for a particular forecast, enriching them with media news entries, datasets’ metadata, and entries from the Google knowledge graph. We compare two approaches (embeddings-based and semantic-based) on a real-world use case regarding demand forecasting. The embeddings-based approach measures the similarity between relevant concepts and retrieved media news entries and datasets’ metadata based on the word movers’ distance between embeddings. The semantic-based approach recourses to wikification and measures the Jaccard distance instead. The semantic-based approach leads to more diverse entries when displaying media events and more precise and diverse results regarding recommended datasets. We conclude that the explanations provided can be further improved with information regarding the purpose of potential actions that can be taken to influence demand and to provide “what-if” analysis capabilities.
Keyword:
demand forecasting
;
explainable artificial intelligence
;
human-centric artificial intelligence
;
Industry 4.0
;
Industry 5.0
;
smart manufacturing
URL:
https://doi.org/10.3390/fi14050134
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4
Deep Learning XAI for Bus Passenger Forecasting: A Use Case in Spain
Leticia Monje; Ramón A. Carrasco; Carlos Rosado; Manuel Sánchez-Montañés
In: Mathematics; Volume 10; Issue 9; Pages: 1428 (2022)
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5
A Stacking Ensemble Deep Learning Model for Bitcoin Price Prediction Using Twitter Comments on Bitcoin
Zi Ye; Yinxu Wu; Hui Chen; Yi Pan; Qingshan Jiang
In: Mathematics; Volume 10; Issue 8; Pages: 1307 (2022)
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6
Library for forecasting time series data from industrial sources ; Creación de una librería para predicción de series temporales de señales industriales
Murillo González, Miguel
. - : Consejo Superior de Investigaciones Científicas (España), 2021. : Universidad de Cantabria, 2021. : Universidad Internacional Menéndez Pelayo, 2021. : CSIC-UC - Instituto de Física de Cantabria (IFCA), 2021
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7
Management of reproduction of the livestock branch as the basis of its innovation-and-investment development ...
Lavruk, Vitalii
;
Korzhenivska, Nataliia
;
Tkachuk, Vitalii
. - : Unknown, 2021
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8
Adaptive Kompetenzen von Kindern mit Down-Syndrom – ein Follow-up über zehn Jahre ... : Adaptive competences of children with Down syndrome - a ten-year follow-up ...
Sarimski, Klaus
. - : Pabst Science Publishers, 2021
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9
Adaptive Kompetenzen von Kindern mit Down-Syndrom – ein Follow-up über zehn Jahre ; Adaptive competences of children with Down syndrome - a ten-year follow-up
Sarimski, Klaus
In: Empirische Sonderpädagogik 13 (2021) 2, S. 100-109 (2021)
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10
NEURAL NETWORK MODELS AND METHODS IN THE TASKS OF PERSONNEL DEVELOPMENT MANAGEMENT IN COMPANIES ...
Tretyakov, O.V.
. - : Инфинити, 2021
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11
Climate Risks and the Realized Volatility Oil and Gas Prices: Results of an Out-of-Sample Forecasting Experiment
Rangan Gupta; Christian Pierdzioch
In: Energies; Volume 14; Issue 23; Pages: 8085 (2021)
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12
A Brief Taxonomy of Hybrid Intelligence
Pescetelli
In: Forecasting ; Volume 3 ; Issue 3 ; Pages 39-643 (2021)
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13
APPLICATION OF THE ECONOMETRIC APPROACH TO FORECASTING THE KEY INDICATORS IN RENTAL OPERATIONS ; ЗАСТОСУВАННЯ ЕКОНОМЕТРИЧНОГО ПІДХОДУ ДО ПРОГНОЗУВАННЯ КЛЮЧОВИХ ПОКАЗНИКІВ В ОРЕНДНИХ ОПЕРАЦІЯХ
Ільїн, Валерій
;
Рогозний, Сергій
In: The Economic Discourse; No. 3 (2020); 106-116 ; Економічний дискурс; № 3 (2020); 106-116 ; 2410-7476 ; 2410-0919 ; 10.36742/2410-0919-2020-3 (2021)
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14
Подходы к стратегическому планированию в высшем образовании : магистерская диссертация ; Approaches to Strategic Planning in Higher Education
Юрьева, Е. С.
;
Yureva, E. S.
. - : б. и., 2021
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15
ПРОГНОЗИРОВАНИЕ КАК НАЧАЛЬНЫЙ ЭТАП УПРАВЛЕНИЯ ПЕРСОНАЛОМ ...
Анисимова Наталия Анатольевна
;
Кутузова Анастасия Валерьевна
;
Рыбакова Галина Раисовна
. - : Московский экономический журнал, 2020
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16
ЗНАЧЕНИЕ СОЦИАЛЬНОГО СТАТУСА И РОЛИ ЛИЧНОСТИ ДЛЯ ЦЕЛЕЙ КРИМИНОЛОГИЧЕСКОГО ПРОГНОЗИРОВАНИЯ ИНДИВИДУАЛЬНОГО ПРЕСТУПНОГО ПОВЕДЕНИЯ ...
КАРАВАЕВА ЮЛИЯ СТАНИСЛАВОВНА
. - : Вестник Саратовской государственной юридической академии, 2020
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17
Exploring Grey Systems Theory-Based Methods and Applications in Sustainability Studies: A Systematic Review Approach
Javanmardi
;
Liu
;
Xie
In: Sustainability ; Volume 12 ; Issue 11 (2020)
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18
Hybrid predictive decision-making approach to emission reduction policies for sustainable energy industry
Zhou
;
Liu
;
Luo
...
In: Energies ; Volume 13 ; Issue 9 (2020)
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19
Forecasting Model for Stock Market Based on Probabilistic Linguistic Logical Relationship and Distance Measurement
Aiwu Zhao
;
Junhong Gao
;
Hongjun Guan
In: Symmetry ; Volume 12 ; Issue 6 (2020)
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20
Assessing the quality of international trade and economic relations in the agricultural sector ; Оцінювання якості міжнародних торговельно-економічних відносин в аграрному секторі
Хвостіков, Андрій
In: Economies' Horizons; No. 1(12) (2020): Economies’ Horizons; 91-101 ; Економічні горизонти; № 1(12) (2020): Економічні горизонти; 91-101 ; 2616-5236 ; 2522-9273 (2020)
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