Ching‐Yi Lin — Impact Story

Ching‐Yi Lin 2023 Measuring and Modeling Macrophage Growth using a Lab-on-CMOS Capacitance Sensing Microsystem 2023 • Kyle Smith, Ching‐Yi Lin, Yann Gilpin, Elizabeth Wayne, Marc Dandin 2019 Memory- and Communication-Aware Model Compression for Distributed Deep Learning Inference on IoT 2019 • Kartikeya Bhardwaj, Ching‐Yi Lin, Anderson L. Sartor, Radu Mărculescu 2019 Memory- and Communication-Aware Model Compression for Distributed Deep\n Learning Inference on IoT 2019 • Kartikeya Bhardwaj, Ching‐Yi Lin, Anderson L. Sartor, Radu Mărculescu 2019 Trade and Firm Financing 2019 • Paul R. Bergin, Ling Feng, Ching‐Yi Lin 2023 Measuring and modeling macrophage proliferation in a lab-on-CMOS capacitance sensing microsystem 2023 • Kyle Smith, Ching‐Yi Lin, Yann Gilpin, Elizabeth Wayne, Marc Dandin Open Author Page

Exploring foci of 2023-05-12 Measuring and modeling macrophage proliferation in a lab-on-CMOS capacitance sensing microsystem 2023-05-12 • Kyle Smith, Ching‐Yi Lin, Yann Gilpin, Elizabeth Wayne, Marc Dandin We report on the use of a lab-on-CMOS biosensor platform for quantitatively tracking the proliferation of RAW 264.7 murine Balb/c macrophages. We show that macrophage proliferation correlates linearly with an average capacitance growth factor resulting from capacitance measurements at a plurality of electrodes dispersed in a sensing area of interest. We further show a temporal model that captures the cell number evolution in the area over long periods (e.g., 30 h). The model links the cell numbers and the average … Open Article Page

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Exploring foci of 2023-01-28 Measuring and Modeling Macrophage Growth using a Lab-on-CMOS Capacitance Sensing Microsystem 2023-01-28 • Kyle Smith, Ching‐Yi Lin, Yann Gilpin, Elizabeth Wayne, Marc Dandin Abstract We report on the use of a lab-on-CMOS biosensor platform for quantitatively tracking the growth of RAW 264.7 murine Balb/c macrophages. We show that macrophage growth over a wide sensing area correlates linearly with an average capacitance growth factor resulting from capacitance measurements at a plurality of electrodes dispersed in the sensing area. We further show a temporal model that captures the cell evolution in the area of interest over long periods (e.g., 30 hours). The model links the cell numbe… Open Article Page

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Exploring foci of 2019-10-08 Memory- and Communication-Aware Model Compression for Distributed Deep Learning Inference on IoT 2019-10-08 • Kartikeya Bhardwaj, Ching‐Yi Lin, Anderson L. Sartor, Radu Mărculescu Model compression has emerged as an important area of research for deploying deep learning models on Internet-of-Things (IoT). However, for extremely memory-constrained scenarios, even the compressed models cannot fit within the memory of a single device and, as a result, must be distributed across multiple devices. This leads to a distributed inference paradigm in which memory and communication costs represent a major bottleneck. Yet, existing model compression techniques are not communication-aware. Therefore, w… Open Article Page

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Exploring foci of 2019-07-26 Memory- and Communication-Aware Model Compression for Distributed Deep\n Learning Inference on IoT 2019-07-26 • Kartikeya Bhardwaj, Ching‐Yi Lin, Anderson L. Sartor, Radu Mărculescu Model compression has emerged as an important area of research for deploying\ndeep learning models on Internet-of-Things (IoT). However, for extremely\nmemory-constrained scenarios, even the compressed models cannot fit within the\nmemory of a single device and, as a result, must be distributed across multiple\ndevices. This leads to a distributed inference paradigm in which memory and\ncommunication costs represent a major bottleneck. Yet, existing model\ncompression techniques are not communication-aware. Theref… Open Article Page

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Exploring foci of 2019-09-01 Trade and Firm Financing 2019-09-01 • Paul R. Bergin, Ling Feng, Ching‐Yi Lin This paper studies how financial frictions pose a barrier to export entry by altering the firm's long-term capital structure, and thereby affecting the ability to finance sunk entry costs.Our focus on long-term firm financing stands in contrast with the emphasis in recent trade literature on the financing of short-term working capital as a barrier to export entry.We provide evidence that U.S. firms engaged in export tend to have leverage ratios higher than non-exporting firms in terms of long-term debt, but not in… Open Article Page

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