25 citations · 55 across the 31 of their papers we have counts for
31 papers
Causal Structure Learning by Using Intersection of Markov Blankets
Yiran Dong, Chuanhou Gao
In this paper, we introduce a novel causal structure learning algorithm called Endogenous and Exogenous Markov Blankets Intersection (EEMBI), which combines the properties of Bayes…
Causal Flow-based Variational Auto-Encoder for Disentangled Causal Representation Learning
Di Fan, Yannian Kou, Chuanhou Gao
Disentangled representation learning aims to learn low-dimensional representations where each dimension corresponds to an underlying generative factor. While the Variational Auto-E…
Domain Knowledge integrated for Blast Furnace Classifier Design
Shaohan Chen, Di Fan, Chuanhou Gao
Blast furnace modeling and control is one of the important problems in the industrial field, and the black-box model is an effective mean to describe the complex blast furnace syst…
Capturing persistence of delayed complex balanced chemical reaction systems via decomposition of semilocking sets
Xiaoyu Zhang, Chuanhou Gao, Denis Dochain
With the increasing complexity of time-delayed systems, the diversification of boundary types of chemical reaction systems poses a challenge for persistence analysis. This paper fo…
Chemical relaxation oscillator designed to control molecular computation
Xiaopeng Shi, Chuanhou Gao, Denis Dochain
Embedding efficient calculation instructions into biochemical system has always been a research focus in synthetic biology. One of the key problems is how to sequence the chemical…
Accurate control to run and stop chemical reactions via relaxation oscillators
Xiaopeng Shi, Chuanhou Gao, Denis Dochain
Regulation of multiple reaction modules is quite common in molecular computation and deep learning networks construction through chemical reactions, as is always a headache for tha…
Design of universal chemical relaxation oscillator to control molecular computation
Xiaopeng Shi, Chuanhou Gao
Embedding efficient command operation into biochemical system has always been a research focus in synthetic biology. One of the key problems is how to sequence the chemical reactio…
Use statistical analysis to approximate integrated order batching problem
Sen Xue, Chuanhou Gao
Order picking and order packing entail retrieving items from storage and packaging them according to customer requests. These activities have always been the main concerns of the c…
Gaussian mixture modeling of nodes in Bayesian network according to maximal parental cliques
Yiran Dong, Chuanhou Gao
This paper uses Gaussian mixture model instead of linear Gaussian model to fit the distribution of every node in Bayesian network. We will explain why and how we use Gaussian mixtu…
Towards Programming Adaptive Linear Neural Networks Through Chemical Reaction Networks
Yuzhen Fan, Xiaoyu Zhang, Chuanhou Gao
This paper is concerned with programming adaptive linear neural networks (ALNNs) using chemical reaction networks (CRNs) equipped with mass-action kinetics. Through individually pr…
On Stability of Two Kinds of Delayed Chemical Reaction Networks
Xiaoyu Zhang, Chuanhou Gao, Denis Dochain
For the networks that are linear conjugate to complex balanced systems, the delayed version may include two classes of networks: one class is still linear conjugate to the delayed…
Transfer Learning in Information Criteria-based Feature Selection
Shaohan Chen, Nikolaos V. Sahinidis, Chuanhou Gao
This paper investigates the effectiveness of transfer learning based on Mallows' Cp. We propose a procedure that combines transfer learning with Mallows' Cp (TLCp) and prove that i…
Online Interaction Detection for Click-Through Rate Prediction
Qiuqiang Lin, Chuanhou Gao
Click-Through Rate prediction aims to predict the ratio of clicks to impressions of a specific link. This is a challenging task since (1) there are usually categorical features, an…
Discovering Categorical Main and Interaction Effects Based on Association Rule Mining
Qiuqiang Lin, Chuanhou Gao
With the growing size of data sets, feature selection becomes increasingly important. Taking interactions of original features into consideration will lead to extremely high dimens…
Random Intersection Chains
Qiuqiang Lin, Chuanhou Gao
Interactions between several features sometimes play an important role in prediction tasks. But taking all the interactions into consideration will lead to an extremely heavy compu…
Chemical Reaction Network Decomposition Technique for Stability Analysis
Yafei Lu, Chuanhou Gao, Denis Dochain
This paper develops the concept of decomposition for chemical reaction networks, based on which a network decomposition technique is proposed to capture the stability of large-scal…
Lyapunov Function PDEs Method to the Stability of Some Chemical Reaction Networks
Yafei Lu, Chuanhou Gao
This paper contributes to extending the validity of Lyapunov function PDEs (in-vented by Fang and Gao in [SIAM Journal on Applied Dynamical Systems, 18(2019), pp. 1163-1199]and who…
Lyapunov Function Partial Different Equations for Stability Analysis of a C of Chemical Reaction Networks
Shan Wu, Yafei Lu, Chuanhou Gao
We investigate a broad family of chemical reaction networks (CRNs) assigned with mass action kinetics, called complex-balanced-produced-CRNs (CBP-CRNs), which are generated by any…
A graphic formulation of non-isothermal chemical reaction systems and the analysis of detailed balanced networks
Zhou Fang, Arjan van der Schaft, Chuanhou Gao
In this paper, we provide a graphic formulation of non-isothermal reaction systems and show that a non-isothermal detailed balanced network system converges (locally) asymptoticall…
Some dynamical properties of delayed weakly reversible mass-action systems
Xiaoyu Zhang, Tian Zhang, Chuanhou Gao
This paper focuses on the dynamical properties of delayed complex balanced systems. We first study the relationship between the stoichiometric compatibility classes of delayed and…
Two-stage Stochastic Lot-sizing Problem with Chance-constrained Condition in the Second Stage
Zeyang Zhang, Chuanhou Gao, Shabbir Ahmed
In a given production planning horizon, the demands may only be comfirmed in part of the whole periods, and the others are uncertain. In this paper, we consider a two-stage stochas…
Persistence of Delayed Complex Balanced Chemical Reaction Networks
Xiaoyu Zhang, Chuanhou Gao
In this paper, we derive two sufficient conditions to diagnose the persistence of two classes of delayed complex balanced chemical reaction network systems equipped with mass-actio…
Revisiting Persistence of Chemical Reaction Networks through Lyapunov Function Partial Differential Equations
Xiaoyu Zhang, Zhou Fang, Chuanhou Gao
In this paper, we propose a novel technique, referred to as the Lyapunov Function PDEs technique, to diagnose persistence of chemical reaction networks with mass-action kinetics. T…
Knowledge Integrated Classifier Design Based on Utility Optimization
Shaohan Chen, Chuanhou Gao
This paper proposes a systematic framework to design a classification model that yields a classifier which optimizes a utility function based on prior knowledge. Specifically, as t…