Natalie C. Benda

36 papers A* 1Misc 15Journal 19Unranked 1
YearRankTypeTitle / Venue / Authors
2026 A* conf
CHI
Yancheng Cao, Yishu Ji, Chris Yue Fu, Sahiti Dharmavaram, Meghan Turchioe, Natalie C. Benda, Lena Mamykina, Yuling Sun, Xuhai Xu
2026 J jnl
CoRR
Yancheng Cao, Yishu Ji, Chris Yue Fu, Sahiti Dharmavaram, Meghan Turchioe, Natalie C. Benda, Lena Mamykina, Yuling Sun, Xuhai Orson Xu
2025 J jnl
Scand. J. Inf. Syst.
Tina Westergaard Milbak, Natalie C. Benda, Naja L. Holten Møller
2024 J jnl
J. Am. Medical Informatics Assoc.
Adriana Arcia, Natalie C. Benda, Danny T. Y. Wu
2024 J jnl
Frontiers Digit. Health
Meghan Reading Turchioe, Pooja M. Desai, Sarah Harkins, Jessica Kim, Shiveen Kumar, Yiye Zhang, Rochelle Joly, Jyotishman Pathak, Alison Hermann, Natalie C. Benda
2024 J jnl
J. Am. Medical Informatics Assoc.
Jessica S. Ancker, Natalie C. Benda, Brian J. Zikmund-Fisher
2024 J jnl
Appl. Clin. Inform.
Emily Carter, Natalie C. Benda, Soohyun Kim, Yuqing Qiu, Zilong Yu, Faith Gunning, Dimitris Kiosses, Jo Anne Sirey, George Alexopoulos, Samprit Banerjee
2024 J jnl
J. Am. Medical Informatics Assoc.
Jessica S. Ancker, Natalie C. Benda, Brian J. Zikmund-Fisher
2024 J jnl
J. Am. Medical Informatics Assoc.
Yifan Liu, Rochelle Joly, Meghan Reading Turchioe, Natalie C. Benda, Alison Hermann, Ashley Beecy, Jyotishman Pathak, Yiye Zhang
2024 J jnl
J. Am. Medical Informatics Assoc.
Pooja M. Desai, Sarah Harkins, Saanjaana Rahman, Shiveen Kumar, Alison Hermann, Rochelle Joly, Yiye Zhang, Jyotishman Pathak, Jessica Kim, Deborah D'angelo, Natalie C. Benda, Meghan Reading Turchioe
2023 J jnl
Int. J. Medical Informatics
Sabrina Mangal, Stephanie Niño de Rivera, Jacky Choi, Meghan Reading Turchioe, Natalie C. Benda, Marianne Sharko, Annie C. Myers, Parag Goyal, Lydia Dugdale, Ruth Masterson Creber
2022 Misc conf
AMIA
Meghan Reading Turchioe, Ruth Masterson Creber, Enid Montague, Natalie C. Benda
2022 J jnl
J. Am. Medical Informatics Assoc.
Pascal S. Brandt, Jennifer A. Pacheco, Prakash Adekkanattu, Evan Sholle, Sajjad Abedian, Daniel J. Stone, David Knaack, Jie Xu, Zhenxing Xu, Yifan Peng, Natalie C. Benda, Fei Wang, Yuan Luo, Guoqian Jiang, Jyotishman Pathak, Luke V. Rasmussen
2022 Misc conf
AMIA
Natalie C. Benda, Marianne Sharko, Uday Suresh, Jessica S. Ancker
2022 Misc conf
AMIA
Sabrina Mangal, Natalie C. Benda, Ruth Masterson Creber, Meghan Reading Turchioe, Adriana Arcia
2021 Misc conf
AMIA
Marianne Sharko, Natalie C. Benda, Tiffany C. Veinot, Cynthia Sieck, Jessica S. Ancker
2021 J jnl
J. Am. Medical Informatics Assoc.
Jessica S. Ancker, Natalie C. Benda, Madhu C. Reddy, Kim M. Unertl, Tiffany C. Veinot
2021 Misc conf
AMIA
Katerina Andreadis, Ethan Chan, Minha Park, Natalie C. Benda, Mohit Manoj Sharma, Michelle Demetres, Diana Delgado, Elizabeth Sigworth, Qingxia Chen, Andrew Liu, Lisa Grossman Liu, Marianne Sharko, Brian J. Zikmund-Fisher, Jessica S. Ancker
2021 J jnl
Int. J. Medical Informatics
Xiaomei Wang, H. Joseph Blumenthal, Daniel J. Hoffman, Natalie C. Benda, Tracy C. Kim, Shawna J. Perry, Ella S. Franklin, Emilie M. Roth, A. Zachary Hettinger, Ann M. Bisantz
2021 Misc conf
AMIA
Prakash Adekkanattu, Jennifer A. Pacheco, Joseph Kabariti, Daniel J. Stone, Yue Yu, Parag Goyal, Faraz S. Ahmad, Guoqian Jiang, Yuan Luo, Luke V. Rasmussen, Pascal S. Brandt, Zhenxing Xu, Jie Xu, Fei Wang, Natalie C. Benda, Thomas R. Campion Jr., Jyotishman Pathak
2021 Misc conf
AMIA
Natalie C. Benda, Pascal S. Brandt, Jessica S. Ancker, Jennifer A. Pacheco, Prakash Adekkanattu, Guoqian Jiang, Jyotishman Pathak, Luke V. Rasmussen
2021 Misc conf
AMIA
Meghan Reading Turchioe, Sabrina Mangal, Marianne Sharko, Natalie C. Benda, Ruth Masterson Creber
2021 J jnl
J. Am. Medical Informatics Assoc.
Natalie C. Benda, Laurie L. Novak, Carrie Reale, Jessica S. Ancker
2020 J jnl
J. Am. Medical Informatics Assoc.
Natalie C. Benda, Lala Tanmoy Das, Erika L. Abramson, Katherine Blackburn, Amy Thoman, Rainu Kaushal, Yongkang Zhang, Jessica S. Ancker
2020 Misc conf
AMIA
Natalie C. Benda, Meghan Reading Turchioe, Ruth Masterson Creber, Marianne Sharko, Jessica S. Ancker
2020 Misc conf
AMIA
Meghan Reading Turchioe, Natalie C. Benda, Lisa Grossman Liu, Fei Wang, Kristen E. Miller
2020 Misc conf
AMIA
Marianne Sharko, Mohit Manoj Sharma, Lisa Grossman Liu, Natalie C. Benda, Melissa Chan, Eric Wilsterman, Jessica S. Ancker
2020 Misc conf
AMIA
Natalie C. Benda, George Alexopoulos, Patricia Marino, Jo Anne Sirey, Dimitris Kiosses, Jessica S. Ancker
2020 Misc conf
AMIA
Yi Hang Ian Yen, John M. Meddar, Corinne Lamour-Romero, Beichotha Zawtha, Ruth Masterson Creber, Natalie C. Benda
2019 J jnl
Appl. Clin. Inform.
Xiaomei Wang, Tracy C. Kim, Sudeep Hegde, Daniel J. Hoffman, Natalie C. Benda, Ella S. Franklin, David LaVergne, Shawna J. Perry, Rollin J. Fairbanks, A. Zachary Hettinger, Emilie M. Roth, Ann M. Bisantz
2019 Misc conf
AMIA
Natalie C. Benda, Erika L. Abramson, Lala Tanmoy Das, Katherine Blackburn, Amy Thoman, Rainu Kaushal, Jessica S. Ancker
2019 Misc conf
AMIA
Lisa V. Grossman, Ruth M. Masterson Creber, Natalie C. Benda, Drew N. Wright, David K. Vawdrey, Jessica S. Ancker
2019 J jnl
J. Am. Medical Informatics Assoc.
Lisa V. Grossman, Ruth M. Masterson Creber, Natalie C. Benda, Drew N. Wright, David K. Vawdrey, Jessica S. Ancker
2018 conf
ICHI
Tracy C. Kim, Ann M. Bisantz, Natalie C. Benda, David LaVergne, Joseph Blumenthal, Daniel J. Hoffman, Karen Chow, Rollin J. Fairbanks, Aaron Zachary Hettinger
2017 J jnl
J. Heal. Informatics Res.
Natalie C. Benda, A. Zachary Hettinger, Ann M. Bisantz, Daniel J. Hoffman, Nicolette M. McGeorge, Akhila Iyer, Rebecca L. Berg, Emilie M. Roth, Ella S. Franklin, Shawna J. Perry, Robert L. Wears, Rollin J. Fairbanks
2015 J jnl
J. Am. Medical Informatics Assoc.
Raj M. Ratwani, Rollin J. Fairbanks, A. Zachary Hettinger, Natalie C. Benda
Docker-README.md
← Index Docker-README.md markdown
# REDB Docker Setup

This document describes the Docker containerization for the REDB malware analysis framework.

## Overview

REDB has been containerized as a single unified image that supports both feature extraction and decompilation analysis. The container is stateless, processes files from S3 or local mounts, and exports results to ClickHouse database or via API callbacks.

## Architecture

- **Single Unified Container**: One image handles both feature extraction and decompilation
- **Runtime Tool Installation**: Tools (CAPA, DIE, Binary Ninja) installed at runtime from host snapshots
- **Stateless Processing**: No persistent storage required between runs
- **Multiple Invocation Modes**: Supports `--nomad-job`, `--s3`, `--s3-solo`, and `--path` modes
- **External Dependencies**: Connects to external ClickHouse and S3 services

## Files Structure

```
├── Dockerfile                 # Single unified container definition
├── docker-build.sh            # Build script with Docker Desktop bug workaround
├── docker-push.sh             # Push script to registry
├── test-docker.sh             # Container testing script
├── test-nomad.sh              # Nomad job mode testing
├── .dockerignore              # Build context exclusions
└── scripts/
    └── setup-and-run.sh       # Runtime tool setup entrypoint
```

## Tool Installation Strategy

The container uses a **runtime installation** approach:

1. **Base Image**: Contains Python dependencies and REDB code
2. **Runtime Setup**: `scripts/setup-and-run.sh` configures tools at container start
3. **Host Snapshots**: Binary Ninja installed from `/opt/binaryninja` if available
4. **System Tools**: CAPA and DIE expected at `/usr/bin/capa` and `/usr/bin/nfdc`

## Build and Run

### 1. Build Container

```bash
# Build unified image
./docker-build.sh

# Manual build
docker build --platform linux/amd64 -f Dockerfile -t redb:latest .
```

### 2. Run Modes

#### Nomad Job Mode (Primary)
```bash
# Feature extraction
docker run --rm \
  -e JOB_ID="analysis_001" \
  -e S3_KEY="samples/malware.exe" \
  -e S3_BUCKET="malware-bucket" \
  -e WORKER_TYPE="feature_extraction" \
  -e CALLBACK_URL="https://api.example.com/callbacks" \
  -e ANALYSIS_MODULES="BasicPropertiesExtractor,PEFeaturesExtractor" \
  -e CLICKHOUSE_HOST="clickhouse.example.com" \
  -e S3_ENDPOINT="s3.example.com" \
  -e S3_ACCESS_KEY="your-key" \
  -e S3_SECRET_KEY="your-secret" \
  redb:latest python3 start.py --nomad-job

# Decompilation (same container, different flags)
docker run --rm \
  -e JOB_ID="analysis_002" \
  -e S3_KEY="samples/malware.exe" \
  -e S3_BUCKET="malware-bucket" \
  -e WORKER_TYPE="decompilation" \
  -e CALLBACK_URL="https://api.example.com/callbacks" \
  -e ANALYSIS_MODULES="all" \
  -v /opt/binaryninja:/opt/binaryninja:ro \
  redb:latest python3 start.py --nomad-job --decompile
```

#### S3 Solo Mode
```bash
# Process single sample by S3 key (standard sharded path)
docker run --rm \
  -e S3_BUCKET="samples-bucket" \
  -e CLICKHOUSE_HOST="clickhouse.example.com" \
  -e S3_ENDPOINT="s3.example.com" \
  -e INDEX_PREFIX="redb" \
  -e REPO="test-analysis" \
  redb:latest python3 start.py --s3-solo "09/f7/09f7d02a3c2382199458c98a62b045145ee54ab6aba86166aecf3d10c3c1444c.zip"

# Process private sample (with prepath)
docker run --rm \
  -e S3_BUCKET="samples-bucket" \
  -e CLICKHOUSE_HOST="clickhouse.example.com" \
  -e S3_ENDPOINT="s3.example.com" \
  -e INDEX_PREFIX="redb" \
  -e REPO="test-analysis" \
  redb:latest python3 start.py --s3-solo "private/ab/cd/abcd1234567890abcdef1234567890abcdef1234567890abcdef123456.zip"
```

#### Local Files Mode
```bash
# Mount local samples
docker run --rm \
  -v /path/to/samples:/samples:ro \
  -v ./logs:/app/logs \
  -e CLICKHOUSE_HOST="clickhouse.example.com" \
  redb:latest python3 start.py --path /samples --repo local_test --index_prefix redb
```

## Environment Variables

### Required for Nomad Job Mode
- `JOB_ID` - Unique job identifier
- `S3_KEY` - S3 object key for sample
- `S3_BUCKET` - S3 bucket name
- `WORKER_TYPE` - "feature_extraction" or "decompilation"
- `CALLBACK_URL` - API endpoint for results
- `ANALYSIS_MODULES` - Comma-separated extractor list or "all"

### Database Configuration
- `CLICKHOUSE_HOST` - ClickHouse server hostname
- `CLICKHOUSE_PORT` - Port (default: 8123)
- `CLICKHOUSE_USER` - Database user (default: default)
- `CLICKHOUSE_PASSWORD` - Database password
- `CLICKHOUSE_DATABASE` - Database name (default: default)

### S3 Configuration
- `S3_ENDPOINT` - S3 endpoint URL
- `S3_ACCESS_KEY` - S3 access key
- `S3_SECRET_KEY` - S3 secret key
- `S3_SECURE` - "true" or "false" for HTTPS

### Processing Configuration
- `INDEX_PREFIX` - Database table prefix (default: redb)
- `REPO` - Repository identifier for this analysis batch
- `BATCH_SIZE` - Processing batch size (default: 10)
- `REDB_TIMEOUT` - Analysis timeout in seconds (default: 300)

### Tool Timeouts
- `CAPA_TIMEOUT` - CAPA analysis timeout (default: 300)
- `DIE_TIMEOUT` - DIE analysis timeout (default: 180)
- `BINJA_TIMEOUT` - Binary Ninja timeout (default: 1200)
- `DECOMPILE_EXTRACTOR_TIMEOUT` - Decompilation timeout (default: 2580)

## Binary Ninja Setup

For decompilation capabilities, mount Binary Ninja from host:

```bash
# Mount Binary Ninja installation
-v /opt/binaryninja:/opt/binaryninja:ro

# Mount license file
-v /path/to/license.dat:/home/analyzer/.binaryninja/license.dat:ro
```

The container will automatically detect and configure Binary Ninja at runtime.

## Registry Deployment

### Push to Registry
```bash
# Tag and push
./docker-push.sh

# Or manually
docker tag redb:latest your-registry/redb:latest
docker push your-registry/redb:latest
```

### Pull and Run
```bash
docker pull your-registry/redb:latest
docker run your-registry/redb:latest python3 start.py --nomad-job
```

## Testing

### Container Functionality Test
```bash
# Test with S3 key (standard sharded path)
./test-docker.sh "09/f7/09f7d02a3c2382199458c98a62b045145ee54ab6aba86166aecf3d10c3c1444c.zip"

# Test with private sample S3 key
./test-docker.sh "private/ab/cd/abcd1234567890abcdef1234567890abcdef1234567890abcdef123456.zip"
```

### Nomad Job Architecture Test
```bash
# Test Nomad job mode
./test-nomad.sh
```

## Development

### Interactive Container
```bash
# Debug container interactively
docker run -it --entrypoint /bin/bash redb:latest

# Check tool availability
docker run --rm redb:latest which python3
docker run --rm redb:latest ls -la /usr/bin/capa
```

### Build Troubleshooting

The build script includes workarounds for Docker Desktop bugs:

```bash
# If build hangs at "exporting to image", press Ctrl+C
# The image will still be created and tagged automatically
./docker-build.sh
```

### Container Logs
```bash
# View logs from mounted directory
docker run -v ./logs:/app/logs redb:latest python3 start.py --path /samples
tail -f logs/*.txt
```

## Production Notes

### Resource Requirements
- **Memory**: 2-4GB recommended (8GB for decompilation)
- **CPU**: 2+ cores recommended
- **Disk**: Minimal (stateless container)
- **Network**: Access to ClickHouse and S3 services

### Security
- Container runs as non-root user `analyzer` (UID 1000)
- Sample files should be mounted read-only
- No persistent state between container runs
- Isolated processing environment for malware analysis

### Deployment Architecture

This container is designed for:
- **Nomad job dispatch**: Single-use containers processing one sample each
- **Kubernetes jobs**: Batch processing with external orchestration
- **CI/CD pipelines**: Automated analysis in build systems
- **Development**: Local testing and debugging

The unified container approach means the same image handles both feature extraction and decompilation - the difference is only in the command-line flags used when starting the container.