scholarly journals Neural Networks for Predicting Human Interactions in Repeated Games

2019 ◽  
Author(s):  
Yoav Kolumbus ◽  
Gali Noti
Keyword(s):  
Neural Networks ◽  
Repeated Games ◽  
Economic Value ◽  
Sufficient Information ◽  
Human Interactions ◽  
Economic Information ◽  
History Of ◽  
Predicting Behavior ◽  
Human Participants ◽  
Play Action

We consider the problem of predicting human players' actions in repeated strategic interactions. Our goal is to predict the dynamic step-by-step behavior of individual players in previously unseen games. We study the ability of neural networks to perform such predictions and the information that they require. We show on a dataset of normal-form games from experiments with human participants that standard neural networks are able to learn functions that provide more accurate predictions of the players' actions than established models from behavioral economics. The networks outperform the other models in terms of prediction accuracy and cross-entropy, and yield higher economic value. We show that if the available input is only of a short sequence of play, economic information about the game is important for predicting behavior of human agents. However, interestingly, we find that when the networks are trained with long enough sequences of history of play, action-based networks do well and additional economic details about the game do not improve their performance, indicating that the sequence of actions encode sufficient information for the success in the prediction task.

Neural networks trained with high-dimensional functions approximation data in high-dimensional space

2021 ◽  
pp. 1-12
Author(s):  
Jian Zheng ◽  
Jianfeng Wang ◽  
Yanping Chen ◽  
Shuping Chen ◽  
Jingjin Chen ◽  
...  
Keyword(s):  
Neural Networks ◽  
Dimensional Space ◽  
Data Distribution ◽  
High Dimensional ◽  
Sufficient Information ◽  
Sufficient Data ◽  
High Dimensional Space ◽  
Positive Effects ◽  
The Neural Networks ◽  
Using Data

Neural networks can approximate data because of owning many compact non-linear layers. In high-dimensional space, due to the curse of dimensionality, data distribution becomes sparse, causing that it is difficulty to provide sufficient information. Hence, the task becomes even harder if neural networks approximate data in high-dimensional space. To address this issue, according to the Lipschitz condition, the two deviations, i.e., the deviation of the neural networks trained using high-dimensional functions, and the deviation of high-dimensional functions approximation data, are derived. This purpose of doing this is to improve the ability of approximation high-dimensional space using neural networks. Experimental results show that the neural networks trained using high-dimensional functions outperforms that of using data in the capability of approximation data in high-dimensional space. We find that the neural networks trained using high-dimensional functions more suitable for high-dimensional space than that of using data, so that there is no need to retain sufficient data for neural networks training. Our findings suggests that in high-dimensional space, by tuning hidden layers of neural networks, this is hard to have substantial positive effects on improving precision of approximation data.

The Booker Prize and Post-Imperial British Literature

2021 ◽  
Author(s):  
Chris Holmes
Keyword(s):  
United Kingdom ◽  
British Literature ◽  
Economic Value ◽  
Anglophone Literature ◽  
The United Kingdom ◽  
History Of ◽  
English Speaking ◽  
Commonwealth Of Nations ◽  
English Speaking World ◽  
British Colonies

In the particular and peculiar case of the Booker Prize, regarded as the most prestigious literary award in the United Kingdom (as measured by economic value to the author and publisher, and total audience for the awards announcement), the cultural and economic valences of literary prizes collide with the imperial history of Britain, and its after-empire relationships to its former colonies. From its beginnings, the Booker prize has never been simply a British prize for writers in the United Kingdom. The Booker’s reach into the Commonwealth of Nations, a loose cultural and economic alliance of the United Kingdom and former British colonies, challenges the very constitution of the category of post-imperial British literature. With a history of winners from India, South Africa, New Zealand, and Nigeria, among many other former British colonies, the Booker presents itself as a value arbitrating mechanism for a majority of the English-speaking world. Indeed, the Booker has maintained a reputation for bringing writers from postcolonial nations to the attention of a British audience increasingly hungry for a global, cosmopolitan literature, especially one easily available via the lingua franca of English. Whether and how the prize winners avoid the twin colonial pitfalls of ownership by and debt to an English patron is the subject of a great deal of criticism on the Booker, and to understand the prize as a gatekeeper and tastemaker for the loose, baggy canon of British or even global Anglophone literature, there must be a reckoning with the history of the prize, its multiplication into several prizes under one umbrella category, and the form and substance of the novels that have taken the prize since 1969.

scholarly journals The history of introduction of the African baobab ( Adansonia digitata , Malvaceae: Bombacoideae) in the Indian subcontinent

2015 ◽  
Vol 2 (9) ◽  
pp. 150370 ◽  
Author(s):  
Karen L. Bell ◽  
Haripriya Rangan ◽  
Christian A. Kull ◽  
Daniel J. Murphy
Keyword(s):  
West Africa ◽  
Indian Subcontinent ◽  
Central India ◽  
Adansonia Digitata ◽  
Multiple Introductions ◽  
Human Interactions ◽  
Time Period ◽  
History Of ◽  
Genetic Clusters ◽  
Southeast India

To investigate the pathways of introduction of the African baobab, Adansonia digitata , to the Indian subcontinent, we examined 10 microsatellite loci in individuals from Africa, India, the Mascarenes and Malaysia, and matched this with historical evidence of human interactions between source and destination regions. Genetic analysis showed broad congruence of African clusters with biogeographic regions except along the Zambezi (Mozambique) and Kilwa (Tanzania), where populations included a mixture of individuals assigned to at least two different clusters. Individuals from West Africa, the Mascarenes, southeast India and Malaysia shared a cluster. Baobabs from western and central India clustered separately from Africa. Genetic diversity was lower in populations from the Indian subcontinent than in African populations, but the former contained private alleles. Phylogenetic analysis showed Indian populations were closest to those from the Mombasa-Dar es Salaam coast. The genetic results provide evidence of multiple introductions of African baobabs to the Indian subcontinent over a longer time period than previously assumed. Individuals belonging to different genetic clusters in Zambezi and Kilwa may reflect the history of trafficking captives from inland areas to supply the slave trade between the fifteenth and nineteenth centuries. Baobabs in the Mascarenes, southeast India and Malaysia indicate introduction from West Africa through eighteenth and nineteenth century European colonial networks.

scholarly journals Relationship between life of mate butterflies and leading selection characteristics

2021 ◽  
Vol 244 ◽  
pp. 02028
Author(s):  
U. Khudayberdieva ◽  
S. Navruzov ◽  
N. Rajabov ◽  
O. Karimov ◽  
K.H. Fozilova
Keyword(s):  
Life Expectancy ◽  
National Economy ◽  
Economic Value ◽  
Breeding Work ◽  
Coefficient Of Variability ◽  
History Of ◽  
The Republic ◽  
Selection Work ◽  
Research Institute

This article examines the history of silkworm breeding, the role of silkworm breeding in the national economy of the Republic of Uzbekistan and the role of silkworm breeding in the development of the industry. This is because the interrelationship of traits of economic value is of great importance in selection and breeding work. The experiments were conducted in 2015-2017 at the Silk Research Institute of Uzbekistan. The life expectancy of the experimental butterflies was 10.9-12.8 days and the variability was 33.9-56.6%. The coefficient of variability indicates the degree of diversity in the population on this trait. Thus, it is clear from the results that the population of “Marvarid” and “Liniya 27” has the ability to carry out selection work on the sign of life expectancy of female butterflies.

scholarly journals Clinical Outcome Prediction in Aneurysmal Subarachnoid Hemorrhage Using Bayesian Neural Networks with Fuzzy Logic Inferences

2013 ◽  
Vol 2013 ◽  
pp. 1-10 ◽  
Author(s):  
Benjamin W. Y. Lo ◽  
R. Loch Macdonald ◽  
Andrew Baker ◽  
Mitchell A. H. Levine
Keyword(s):  
Neural Networks ◽  
Fuzzy Logic ◽  
Subarachnoid Hemorrhage ◽  
Aneurysmal Subarachnoid Hemorrhage ◽  
Hidden Variables ◽  
Decision Rules ◽  
Bayesian Neural Networks ◽  
Prognostic System ◽  
History Of ◽  
Prediction Approach

Objective. The novel clinical prediction approach of Bayesian neural networks with fuzzy logic inferences is created and applied to derive prognostic decision rules in cerebral aneurysmal subarachnoid hemorrhage (aSAH).Methods. The approach of Bayesian neural networks with fuzzy logic inferences was applied to data from five trials of Tirilazad for aneurysmal subarachnoid hemorrhage (3551 patients).Results. Bayesian meta-analyses of observational studies on aSAH prognostic factors gave generalizable posterior distributions of population mean log odd ratios (ORs). Similar trends were noted in Bayesian and linear regression ORs. Significant outcome predictors include normal motor response, cerebral infarction, history of myocardial infarction, cerebral edema, history of diabetes mellitus, fever on day 8, prior subarachnoid hemorrhage, admission angiographic vasospasm, neurological grade, intraventricular hemorrhage, ruptured aneurysm size, history of hypertension, vasospasm day, age and mean arterial pressure. Heteroscedasticity was present in the nontransformed dataset. Artificial neural networks found nonlinear relationships with 11 hidden variables in 1 layer, using the multilayer perceptron model. Fuzzy logic decision rules (centroid defuzzification technique) denoted cut-off points for poor prognosis at greater than 2.5 clusters.Discussion. This aSAH prognostic system makes use of existing knowledge, recognizes unknown areas, incorporates one's clinical reasoning, and compensates for uncertainty in prognostication.

scholarly journals Rethinking the history of common walnut (Juglans regia L.) in Europe: Its origins and human interactions

PLoS ONE ◽  
2017 ◽  
Vol 12 (3) ◽  
pp. e0172541 ◽  
Author(s):  
Paola Pollegioni ◽  
Keith Woeste ◽  
Francesca Chiocchini ◽  
Stefano Del Lungo ◽  
Marco Ciolfi ◽  
...  
Keyword(s):  
Juglans Regia ◽  
Human Interactions ◽  
History Of ◽  
Common Walnut

The Economics of the Jiaxing Edition of the Buddhist Tripitaka

T oung Pao ◽  
2008 ◽  
Vol 94 (4) ◽  
pp. 306-359 ◽  
Author(s):  
Lianbin Dai
Keyword(s):  
Real Income ◽  
Late Imperial China ◽  
Late Imperial ◽  
Economic Information ◽  
Relative Value ◽  
History Of ◽  
Imperial China ◽  
Xviie Siecle ◽  
History Of Books ◽  
Facteurs Économiques

AbstractThis essay draws on economic information in the colophons and catalogues of the Jiaxing Tripitaka to examine the fluctuations of its costs and price in the late Ming and early Qing. The price of the texts included in the Jiaxing Tripitaka increased from the mid-seventeenth century onwards, as did the costs for transcribing and carving wood-blocks. Relative to the value of rice in the Yangzi Delta from 1589 to 1715, the value of a volume of the Tripitaka generally rose. Yet the relative value of a book is not the same as its affordability, which is determined by the book's price, its value relative to other commodities, the real income of the purchaser, and other economic and non-economic elements. It is hoped that this investigation will contribute new views to the history of books in late imperial China. Cette étude se fonde sur les données de nature économique contenues dans les colophons et les catalogues du Tripitaka publié à Jiaxing pour étudier les variations de par son coût de production et de son prix de vente à la fin des Ming et au début des Qing. Le prix des ouvrages inclus dans le Tripitaka de Jiaxing a augmenté à partir du milieu du XVIIe siècle, de même que le coût de la transcription et de la gravure. La valeur des volumes du Tripitaka s'est en général accrue par rapport à celle du riz dans le delta du Yangzi entre 1589 et 1715. Cependant la valeur relative d'un livre n'est pas la même chose que son accessibilité, déterminée par le prix de l'ouvrage, sa valeur par rapport à d'autres produits, le revenu réel de l'acheteur, ainsi que d'autres facteurs économiques ou non. L'on espère que cette recherche apportera de nouveaux éléments à l'histoire du livre dans la Chine impériale tardive.

STUDI PENGELOLAAN ZAKAT PRODUKTIF PADA LEMBAGA AMIL ZAKAT NAHDLATUL ULAMA KABUPATEN LAMONGAN

AKADEMIKA ◽  
2021 ◽  
Vol 15 (2) ◽  
Author(s):  
Moh. Ah. Subhan ZA ◽  
Akmalur Rijal
Keyword(s):  
Economic Value ◽  
Active Role ◽  
Main Function ◽  
Economic Assistance ◽  
Assistance Program ◽  
The Social ◽  
History Of ◽  
Nahdlatul Ulama

The purpose of zakat to develop the social economic value of society is difficult to materialize if there is no active role of zakat managers (amil) who are required to be professional and innovative in managing zakat funds. The main function of the amil zakat institution lies in the activities of collecting, distributing, and utilizing zakat. The activity of collecting zakat in the history of Islam, is an activity or effort of amil in collecting zakat by picking up or taking from the place of amil. In addition to taking zakat, the amils who are in charge of taking zakat must also pray for those who pay zakat.This study aims to determine the implementation of productive zakat fund management and empowerment of the poor on zakat funds that are given by LAIZSNU Lamongan. By using the case study method, so as to be able to photograph how LAZISNU Lamongan's performance is in managing productive zakat funds . Lazisnu Lamongan has 3 zakat distribution programs, namely humanitarian, health and economic assistance. The mustahik empowerment program is included in the economic assistance program.

The Exploration of Autonomous Vehicles

2022 ◽  
pp. 930-944
Author(s):  
Anthony J. Gephardt ◽  
Elizabeth Baoying Wang
Keyword(s):  
Neural Networks ◽  
Deep Learning ◽  
Intelligent Agents ◽  
Autonomous Vehicles ◽  
Learning Processes ◽  
Artificial Intelligent ◽  
The World ◽  
History Of ◽  
The Creation

This chapter explores the world of autonomous vehicles. Starting from the beginning, it covers the history of the automobile dating back to 1769. It explains how the first production automobile came about in 1885. The chapter dives into the history of auto safety, ranging from seatbelts to full-on autonomous features. One of the main focuses is the creation and implementation of artificial intelligent (AI), neural networks, intelligent agents, and deep Learning Processes. Combining the hardware on the vehicle with the intelligence of AI creates what we know as autonomous vehicles today.

Origins

2018 ◽  
Author(s):  
Peter Mitchell
Keyword(s):  
Short Distance ◽  
Cervical Vertebra ◽  
Genetic Studies ◽  
Human Interactions ◽  
The Third ◽  
Wild Ass ◽  
History Of ◽  
Kill Site ◽  
The One ◽  
The Right

Over 50,000 years ago a Neanderthal hunter approached a wild ass on the plains of northeastern Syria. Taking aim from the right as the animal nervously assessed the threat, he launched his stone-tipped spear into its neck, penetrating the third cervical vertebra and paralyzing it immediately. Butchered at the kill site, this bone and most of the rest of the animal were taken back to the hunter’s camp at Umm el Tlel, a short distance away. Closely modelled on archaeological observations of that vertebra and the Levallois stone point still embedded within it, this incident helps define the framework for this chapter. At the start of the period it covers, human interactions with the donkey’s ancestors were purely a matter of hunting wild prey, but by its end the donkey had been transformed into a domesticated animal. Chapter 2 thus looks at how this process came about, where it did so, and what the evolutionary history of the donkey’s forebears had been until that point. Donkeys and the wild asses that are their closest relatives form part of the equid family to which zebras and horses also belong. Collectively, equids, like rhinoceroses and tapirs, fall within the Perissodactyla, the odd-toed division of hoofed mammals or ungulates. Though this might suggest a close connection with the much larger order known as the Artiodactyla, the even-toed antelopes (including deer, cattle, sheep, and goats), their superficial resemblances may actually reflect evolutionary convergence; some genetic studies hint that perissodactyls are more closely related to carnivores. Like tapirs and rhinoceroses, the earliest equids had three toes, not the one that has characterized them for the past 40 million years. That single toe, the third, now bears all their weight in the form of a single, enlarged hoof with the adjacent toes reduced to mere splints. This switch, and the associated elongation of the third (or central) metapodial linking the toe to the wrist or ankle, is one of the key evolutionary transformations through which equids have passed. A second involves diet since the earliest perissodactyls were all browsers, not grazers like the equids of today.

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