Results 1 to 10 of about 4,822,255 (284)

Deep Multimodal Representation Learning from Temporal Data

, 2017
In recent years, Deep Learning has been successfully applied to multimodal learning problems, with the aim of learning useful joint representations in data fusion applications.
Bernal, Edgar A., Chitta, Radha, Luo, Jiebo, Madhvanath, Sriganesh, Ramesh, Palghat, Yang, Xitong   +5 more
core   +1 more source

Tile2Vec: Unsupervised representation learning for spatially distributed data

, 2018
Geospatial analysis lacks methods like the word vector representations and pre-trained networks that significantly boost performance across a wide range of natural language and computer vision tasks.
Azzari, George, Ermon, Stefano, Jean, Neal, Lobell, David, Samar, Anshul, Wang, Sherrie   +5 more
core   +1 more source

Efficient Data Representation by Selecting Prototypes with Importance Weights

, 2019
Prototypical examples that best summarizes and compactly represents an underlying complex data distribution communicate meaningful insights to humans in domains where simple explanations are hard to extract.
Aggarwal, Charu, Cecchi, Guillermo, Dhurandhar, Amit, Gurumoorthy, Karthik S.   +3 more
core   +1 more source

Representation Independent Analytics Over Structured Data [PDF]

, 2014
Database analytics algorithms leverage quantifiable structural properties of the data to predict interesting concepts and relationships. The same information, however, can be represented using many different structures and the structural properties ...
Chodpathumwan, Yodsawalai, Fern, Alan, Picado, Jose, Sun, Yizhou, Termehchy, Arash   +4 more
core  

Tackling Heterogeneous Light Detection and Ranging-Camera Alignment Challenges in Dynamic Environments: A Review for Object Detection

Sensors
Object detection is an essential computer vision task that identifies and locates objects within images or videos and is crucial for applications such as autonomous driving, robotics, and augmented reality.
Yujing Wang, Abdul Hadi Abd Rahman, Fadilla ’Atyka Nor Rashid, Mohamad Khairulamirin Md Razali   +3 more
doaj   +1 more source

Exploring Whether Data Can be Represented as a Composite Unit in Form Processing Using the Manufacturing of Information Approach

Information, 2019
Data and information quality have been recognized as essential components for improving business efficiency. One approach for the assessment of information quality (IQ) is the manufacturing of information (MI).
Monica Blasco-Lopez, Robert Hausler, Rabindranarth Romero-Lopez, Mathias Glaus, Rafael Diaz-Sobac   +4 more
doaj   +1 more source

Improving generative inverse design of molecular catalysts in small data regime

Machine Learning: Science and Technology
Deep generative models are a powerful tool for exploring the chemical space within inverse-design workflows; however, their effectiveness relies on sufficient training data and effective mechanisms for guiding the model to optimize specific properties ...
François Cornet, Pratham Deshmukh, Bardi Benediktsson, Mikkel N Schmidt, Arghya Bhowmik   +4 more
doaj   +1 more source

Robust Local Learning and Discriminative Concept Factorization for Data Representation

IEEE Access, 2018
Concept factorization (CF), as a matrix factorization method, has been applied widely in obtaining an optimal data representation and has yielded impressive results. However, some shortcomings exist in the existing CF method.
Wei Jiang, Xiaoting Feng, Tingting Ma, Ling Xing, Kewei Tang   +4 more
doaj   +1 more source

A roadmap for designing a virtual interface to explore a digital twin of the oceans for marine ecosystems monitoring

Ecological Informatics
Many marine monitoring infrastructures continuously collect biological and abiotic data, yet user-friendly interfaces for visualizing and translating this knowledge remain limited.
Morane Clavel-Henry, Sascha Flögel, Daniel M. Toma, Gerard Llorach-Tó, Nixon Bahamon, Giacomo Picardi, Marco Francescangeli, Juliana Quevedo, Nathan J. Robinson, Michele Ferrari, Damianos Chatzievangelou, Antoni Sánchez-Márquez, Paula Espina, Jordi Ribera-Altimir, Luca Mirimin, Seonock Woo, Tim W. Nattkemper, Emanuela Fanelli, Cristina Gambi, Silvia Gallegati, Francesca Marcellini, Pascuale De Luca, Sergio Stefanni, Vignesh G. Menon, Jan-Eike Rossius, Ander M. de Lecea, Corrado Costa, Jacopo Aguzzi   +27 more
doaj   +1 more source

Curation and Publication of Simulation Data in DesignSafe, a Natural Hazards Engineering Open Platform and Repository

Publications, 2019
Most open repositories present a similar interface and workflow to publish data resultant from different types of research methods. Publishing simulation datasets is challenging due to the iterative nature of simulations that generate large numbers and ...
Maria Esteva, Craig Jansen, Pedro Arduino, Mahyar Sharifi-Mood, Clint N. Dawson, Josue Balandrano-Coronel   +5 more
doaj   +1 more source