From fragmented data to meaningful structure

Xinmin Chu

I am a computational science researcher and builder. I recover defensible structure from fragmented, duplicated, or incomplete data — and turn ideas into usable software.

Research, building, teaching, and close observation across data and society.

Research

Making merged data answerable for itself

My research asks when two records describe the same real-world thing, how several views of the same data should be combined, and how the resulting decisions — thresholds, blockings, clusterings — can be audited and reproduced rather than taken on faith.

All research areas →

Projects

Research-informed software

  • Active Research Program

    ERBOT

    An R-based entity-resolution research program spanning multiview representation, scalable blocking, threshold selection, clustering, and evaluation integrity.

  • Active Public Field Guide

    ChuKits

    A bilingual field guide for identifying and understanding data-center, HPC/AI, mining-facility, and related technical tools and equipment, with privacy-conscious image handling, evidence-based abstention, and structured user correction.

  • Live Web App

    Gushenle

    A personal and family investment companion web app: momentum diagnosis from daily price action, behavior nudges against chasing highs and panic selling, and educational stock-themed games.

  • Live Writing Community

    Wrightbar

    A Chinese-language creative writing community: co-written works, a character archive of everyday people, and contribution points that recognize each participant.

  • Experimental Prototype

    SandX

    The R package behind ERBOT: scalable entity-resolution blocking with honest evaluation — every claim paired with a falsifiable experiment.

About these projects →

Beyond the lab

Close observation

Outside formal research, I pay attention to a wide range of social phenomena and write from observation, experience, and sustained reflection. Notes will collect essays, fiction, poems, travel writing, and shorter pieces as they are prepared.

Elsewhere

Public profiles