232 citations · 1.4k across the 72 of their papers we have counts for
15 papers · 1 filter
Data-driven Blockbuster Planning on Online Movie Knowledge Library
Ye Liu, Jiawei Zhang, Chenwei Zhang +1
In the era of big data, logistic planning can be made data-driven to take advantage of accumulated knowledge in the past. While in the movie industry, movie planning can also explo…
A Self-Organizing Tensor Architecture for Multi-View Clustering
Lifang He, Chun-ta Lu, Yong Chen +4
In many real-world applications, data are often unlabeled and comprised of different representations/views which often provide information complementary to each other. Although sev…
Spectral Collaborative Filtering
Lei Zheng, Chun-Ta Lu, Fei Jiang +2
Despite the popularity of Collaborative Filtering (CF), CF-based methods are haunted by the \textit{cold-start} problem, which has a significantly negative impact on users' experie…
r-Instance Learning for Missing People Tweets Identification
Yang Yang, Haoyan Liu, Xia Hu +4
The number of missing people (i.e., people who get lost) greatly increases in recent years. It is a serious worldwide problem, and finding the missing people consumes a large amoun…
TI-CNN: Convolutional Neural Networks for Fake News Detection
Yang Yang, Lei Zheng, Jiawei Zhang +3
With the development of social networks, fake news for various commercial and political purposes has been appearing in large numbers and gotten widespread in the online world. With…
Understanding and Monitoring Human Trafficking via Social Sensors: A Sociological Approach
Yang Yang, Xia Hu, Haoyan Liu +3
Human trafficking is a serious social problem, and it is challenging mainly because of its difficulty in collecting and organizing related information. With the increasing populari…
EgoCoder: Intelligent Program Synthesis with Hierarchical Sequential Neural Network Model
Jiawei Zhang, Limeng Cui, Fisher B. Gouza
Programming has been an important skill for researchers and practitioners in computer science and other related areas. To learn basic programing skills, a long-time systematic trai…
GEN Model: An Alternative Approach to Deep Neural Network Models
Jiawei Zhang, Limeng Cui, Fisher B. Gouza
In this paper, we introduce an alternative approach, namely GEN (Genetic Evolution Network) Model, to the deep learning models. Instead of building one single deep model, GEN adopt…
Reconciled Polynomial Machine: A Unified Representation of Shallow and Deep Learning Models
Jiawei Zhang, Limeng Cui, Fisher B. Gouza
In this paper, we aim at introducing a new machine learning model, namely reconciled polynomial machine, which can provide a unified representation of existing shallow and deep mac…
On Deep Ensemble Learning from a Function Approximation Perspective
Jiawei Zhang, Limeng Cui, Fisher B. Gouza
In this paper, we propose to provide a general ensemble learning framework based on deep learning models. Given a group of unit models, the proposed deep ensemble learning framewor…
Social Network Fusion and Mining: A Survey
Jiawei Zhang
Looking from a global perspective, the landscape of online social networks is highly fragmented. A large number of online social networks have appeared, which can provide users wit…
FAKEDETECTOR: Effective Fake News Detection with Deep Diffusive Neural Network
Jiawei Zhang, Bowen Dong, Philip S. Yu
In recent years, due to the booming development of online social networks, fake news for various commercial and political purposes has been appearing in large numbers and widesprea…
Deep Loopy Neural Network Model for Graph Structured Data Representation Learning
Jiawei Zhang
Existing deep learning models may encounter great challenges in handling graph structured data. In this paper, we introduce a new deep learning model for graph data specifically, n…
GADAM: Genetic-Evolutionary ADAM for Deep Neural Network Optimization
Jiawei Zhang, Fisher B. Gouza
Deep neural network learning can be formulated as a non-convex optimization problem. Existing optimization algorithms, e.g., Adam, can learn the models fast, but may get stuck in l…
SEGEN: Sample-Ensemble Genetic Evolutional Network Model
Jiawei Zhang, Limeng Cui, Fisher B. Gouza
Deep learning, a rebranding of deep neural network research works, has achieved a remarkable success in recent years. With multiple hidden layers, deep learning models aim at compu…