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20152024
most citedModel Selection Techniques -- An Overview

395 citations · 969 across the 46 of their papers we have counts for

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Showing 2015Show all

7 papers · 1 filter

stat.ML2015★ 2 cited

Learning the Number of Autoregressive Mixtures in Time Series Using the Gap Statistics

Jie Ding, Mohammad Noshad, Vahid Tarokh

Using a proper model to characterize a time series is crucial in making accurate predictions. In this work we use time-varying autoregressive process (TVAR) to describe non-station…

math.ST2015★ 2 cited

Bridging AIC and BIC: a new criterion for autoregression

Jie Ding, Vahid Tarokh, Yuhong Yang

We introduce a new criterion to determine the order of an autoregressive model fitted to time series data. It has the benefits of the two well-known model selection techniques, the…

cs.NI2015★ 12 cited

Key Pre-Distributions From Graph-Based Block Designs

Jie Ding, Abdelmadjid Bouabdallah, Vahid Tarokh

With the development of wireless communication technologies which considerably contributed to the development of wireless sensor networks (WSN), we have witnessed an ever-increasin…

cs.IT2015

Capacity of Hexagonal Checkerboard Codes

Zhun Deng, Jie Ding, Mohammad Noshad +1

In this paper, we propose a new method to bound the capacity of checkerboard codes on the hexagonal lattice. This produces rigorous bounds that are tighter than those commonly know…

cs.IT2015★ 14 cited

Complementary Lattice Arrays for Coded Aperture Imaging

Jie Ding, Mohammad Noshad, Vahid Tarokh

In this work, we consider complementary lattice arrays in order to enable a broader range of designs for coded aperture imaging systems. We provide a general framework and methods…

stat.ML2015★ 1 cited

Data-Driven Learning of the Number of States in Multi-State Autoregressive Models

Jie Ding, Mohammad Noshad, Vahid Tarokh

In this work, we consider the class of multi-state autoregressive processes that can be used to model non-stationary time-series of interest. In order to capture different autoregr…

cs.IT2015★ 1 cited

The Number of Independent Sets in Hexagonal Graphs

Zhun Deng, Jie Ding, Mohammad Noshad +1

A new method is proposed to derive rigorous bounds on η, the growth rate of the logarithm of the number of independent sets on a hexagonal lattice. Specifically, we prove that 1.54…