Oualid Jouini

56 papers C 9Misc 3Journal 35Unranked 9
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Trans. Reliab.
Abdelhamid Boujarif, David W. Coit, Oualid Jouini, Zhiguo Zeng, Robert Heidsieck
2025 J jnl
Int. J. Prod. Res.
Zhixin Wang, Feifeng Zheng, Sadeque Hamdan, Oualid Jouini
2025 C conf
ICORES
Soufiane El Bechari, Oualid Jouini, Zied Jemaï, Fourat Trabelsi, Robert Heidsieck
2025 J jnl
Expert Syst. Appl.
Samer AlSamadi, Cléa Martinez, Canan Pehlivan, Nicolas Cellier, Oualid Jouini, Yi-Ping Fang, Benjamin Legros, Franck Fontanili
2025 J jnl
Ann. Oper. Res.
Tom Binsfeld, Sadeque Hamdan, Oualid Jouini, Johannes Gast
2025 J jnl
Oper. Res. Lett.
Saif Benjaafar, Oualid Jouini, Benjamin Legros, Bingnan Lu
2025 J jnl
Reliab. Eng. Syst. Saf.
Abdelhamid Boujarif, David W. Coit, Oualid Jouini, Zhiguo Zeng, Robert Heidsieck
2024 J jnl
Int. Trans. Oper. Res.
Mariem Mhiri, Karim Al-Yafi, Benjamin Legros, Oualid Jouini, Mohamed Haouari
2024 C conf
ICORES
Emna Turki, Oualid Jouini, Ziad Jemaï, Robert Heidsieck
2024 J jnl
Int. J. Prod. Res.
Emna Turki, Oualid Jouini, Zied Jemaï, Yazid Traiy, Adnane Lazrak, Patrick Valot, Robert Heidsieck
2024 J jnl
Eur. J. Oper. Res.
Benjamin Legros, Jan Fransoo, Oualid Jouini
2024 C conf
ICORES
Abdelhamid Boujarif, David W. Coit, Oualid Jouini, Zhiguo Zeng, Robert Heidsieck
2024 J jnl
Int. J. Prod. Res.
Benjamin Legros, Oualid Jouini
2023 J jnl
Ann. Oper. Res.
Sadeque Hamdan, Oualid Jouini, Ali Cheaitou, Zied Jemaï, Tobias Andersson Granberg
2023 C conf
ICORES
Abdelhamid Boujarif, David W. Coit, Oualid Jouini, Zhiguo Zeng, Robert Heidsieck
2022 J jnl
Queueing Syst. Theory Appl.
Oualid Jouini, Saif Benjaafar, Bingnan Lu, Siqiao Li, Benjamin Legros
2022 J jnl
Transp. Sci.
Sadeque Hamdan, Ali Cheaitou, Oualid Jouini, Tobias Andersson Granberg, Zied Jemaï, Imad Alsyouf, Maamar Bettayeb, Billy Josefsson
2022 C conf
ICORES
Emna Turki, Oualid Jouini, Ziad Jemaï, Laura Urie, Adnane Lazrak, Patrick Valot, Robert Heidsieck
2021 conf
APMS (5)
Gustavo Santamaria-Acevedo, Oualid Jouini, Benjamin Legros, Zied Jemaï
2021 J jnl
Manuf. Serv. Oper. Manag.
Benjamin Legros, Oualid Jouini, Ger Koole
2020 J jnl
Eur. J. Oper. Res.
Chaaben Kouki, Benjamin Legros, M. Zied Babai, Oualid Jouini
2020 J jnl
J. Oper. Res. Soc.
Guillaume Lamé, Oualid Jouini, Julie Stal-Le Cardinal
2020 J jnl
Eur. J. Oper. Res.
Benjamin Legros, Oualid Jouini, O. Zeynep Aksin, Ger Koole
2019 Misc conf
WSC
Siqiao Li, Ger Koole, Oualid Jouini
2019 J jnl
Eur. J. Oper. Res.
Benjamin Legros, Oualid Jouini
2019 conf
WCGO
Sadeque Hamdan, Oualid Jouini, Ali Cheaitou, Zied Jemaï, Imad Alsyouf, Maamar Bettayeb
2018 J jnl
Oper. Res.
Benjamin Legros, Oualid Jouini, Ger Koole
2017 J jnl
OR Spectr.
Benjamin Legros, Sihan Ding, Rob van der Mei, Oualid Jouini
2017 J jnl
Optim. Lett.
Vikas Vikram Singh, Oualid Jouini, Abdel Lisser
2016 C conf
ICORES
Vikas Vikram Singh, Oualid Jouini, Abdel Lisser
2016 J jnl
Comput. Ind. Eng.
Mathilde Excoffier, Céline Gicquel, Oualid Jouini
2016 J jnl
Electron. Notes Discret. Math.
Vikas Vikram Singh, Oualid Jouini, Abdel Lisser
2016 J jnl
Oper. Res. Lett.
Vikas Vikram Singh, Oualid Jouini, Abdel Lisser
2016 J jnl
Perform. Evaluation
Benjamin Legros, Oualid Jouini, Ger Koole
2016 Misc conf
WSC
Guillaume Lamé, Oualid Jouini, Julie Stal-Le Cardinal, Muriel Carvalho, Christophe Tournigand, Pierre Wolkenstein
2016 conf
ICORES (Selected Papers)
Vikas Vikram Singh, Oualid Jouini, Abdel Lisser
2015 conf
CSDM
Guillaume Lamé, Tu-Anh Duong, Marija Jankovic, Julie Stal-Le Cardinal, Oualid Jouini
2015 C conf
CTW
Vikas Vikram Singh, Oualid Jouini, Abdel Lisser
2015 conf
ICORES (Selected Papers)
Mathilde Excoffier, Céline Gicquel, Oualid Jouini, Abdel Lisser
2015 C conf
ICORES
Mathilde Excoffier, Céline Gicquel, Oualid Jouini, Abdel Lisser
2015 J jnl
Simul.
Karim Ghanes, Mathias Wargon, Oualid Jouini, Zied Jemaï, Agapitos Diakogiannis, Romain Hellmann, Valérie Thomas, Ger Koole
2014 C conf
ICORES
Mathilde Excoffier, Céline Gicquel, Oualid Jouini, Abdel Lisser
2014 Misc conf
WSC
Karim Ghanes, Oualid Jouini, Zied Jemaï, Mathias Wargon, Romain Hellmann, Valérie Thomas, Ger Koole
2014 conf
ICORES (Selected Papers)
Mathilde Excoffier, Céline Gicquel, Oualid Jouini, Abdel Lisser
2014 J jnl
J. Oper. Res. Soc.
Oualid Jouini, Alex Roubos
2014 J jnl
Manuf. Serv. Oper. Manag.
Rowan Wang, Oualid Jouini, Saif Benjaafar
2013 J jnl
Ann. Oper. Res.
Stratos Ioannidis, Oualid Jouini, Angelos A. Economopoulos, Vassilis S. Kouikoglou
2012 J jnl
Comput. Oper. Res.
Oualid Jouini
2012 J jnl
OR Spectr.
Shuangqing Liao, Ger Koole, Christian van Delft, Oualid Jouini
2011 J jnl
Manuf. Serv. Oper. Manag.
Oualid Jouini, O. Zeynep Aksin, Yves Dallery
2010 J jnl
Eur. J. Oper. Res.
Oualid Jouini, Auke Pot, Ger Koole, Yves Dallery
2008 J jnl
Manag. Sci.
Oualid Jouini, Yves Dallery, Rabie Nait-Abdallah
2008 J jnl
Math. Methods Oper. Res.
Oualid Jouini, Yves Dallery
2007 conf
VALUETOOLS
Oualid Jouini, Yves Dallery
2006 conf
VALUETOOLS
Oualid Jouini, Yves Dallery
2004 conf
OR
Oualid Jouini, Yves Dallery, Rabie Nait-Abdallah
yara/README.md
← Index yara/README.md markdown
# YARA Rules Directory

This folder contains YARA rules for scanning binary samples.

## Setting Up YARA-Forge Rules

To use the YARA-Forge rules from [https://github.com/YARAHQ/yara-forge](https://github.com/YARAHQ/yara-forge):

```bash
# Download the latest release
cd /path/to/redb/yara
# wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-core.zip
wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-extended.zip

# Extract rules
# unzip yara-forge-rules-core.zip
unzip yara-forge-rules-extended.zip
```

Available packages:
- `yara-forge-rules-core.zip` - Core rules (~5,000 rules)
- `yara-forge-rules-extended.zip` - Extended rules (~10,000 rules)
- `yara-forge-rules-full.zip` - Full rules (~11,000+ rules)

## Pre-compiling Rules (Recommended for Production)

For large rulesets like YARA-Forge, pre-compiling rules significantly improves startup time:

```bash
# Pre-compile all rules into a single .yarac file
python -m redb.extractors.yara --compile

# Or specify custom paths
python -m redb.extractors.yara --compile --rules-path /path/to/rules --output /path/to/output.yarac
```

This creates `yara/compiled_rules.yarac` which is loaded automatically on subsequent runs.

### Performance Comparison

| Method | First Scan Startup | Subsequent Scans |
|--------|-------------------|------------------|
| Source files (.yar) | ~10-30 seconds (11k rules) | Instant (cached) |
| Pre-compiled (.yarac) | ~1-2 seconds | Instant (cached) |

## Directory Structure

```
yara/
├── README.md
├── .gitkeep
├── compiled_rules.yarac    # (optional) Pre-compiled rules
├── packages/               # YARA-Forge packages
│   └── core/
│       └── *.yar
└── custom/                 # Your custom rules
    └── my_rules.yar
```

Rules are loaded in this priority:
1. `compiled_rules.yarac` (if exists) - fastest
2. All `.yar` and `.yara` files recursively - compiles on first run

## Usage

### Scan with YARA only

```bash
# Scan local files
python start.py --path /path/to/samples -y --repo my_repo --index_prefix redb

# Scan S3 samples
python start.py --s3 --repo bazaar -y --index_prefix redb

# Dry-run (print results instead of storing in ClickHouse)
python start.py --path /path/to/samples -y --dry-run --repo test --index_prefix redb
```

### Scan already-analyzed samples

Run YARA on samples that were previously analyzed (already in `basic_properties`).
Deduplication is handled by the `yara_matches` table — samples already scanned are
automatically excluded before processing begins:

```bash
# Scan all analyzed macho samples with YARA
python start.py --analyzed --magika macho -y --index_prefix redb

# Scan all analyzed PE samples with YARA
python start.py --analyzed --magika pe -y --index_prefix redb

# Scan all analyzed samples (no filetype filter)
python start.py --analyzed -y --index_prefix redb
```

### Partition large YARA runs by date

Combine `--analyzed` with `--range` to partition millions of samples into
manageable batches. Only samples in `basic_properties` AND within the date
range (by `first_seen` in `catalog_samples`) are processed:

```bash
# Scan analyzed PE samples from Feb 2025
python start.py --range 2025-02-01 2025-02-28 --analyzed --magika pebin -y --index_prefix redb

# Scan analyzed PE samples from first week of March 2025
python start.py --range 2025-03-01 2025-03-08 --analyzed --magika pebin -y --index_prefix redb
```

YARA dedup still applies — re-running a range safely skips already-scanned samples.

### Combined Features + YARA

Run feature extraction and YARA scanning together on the same samples:

```bash
# Local files with features + YARA
python start.py --path /path/to/samples --with-yara --repo my_repo --index_prefix redb

# S3 samples with features + YARA
python start.py --s3 --repo bazaar --with-yara --index_prefix redb
```

### Pre-compile Rules

```bash
# Compile and save to default location (yara/compiled_rules.yarac)
python -m redb.extractors.yara --compile

# Compile with custom paths
python -m redb.extractors.yara --compile --rules-path ./my_rules --output ./compiled.yarac
```

### Sync Rules to Database

Before batch scanning, sync rules to ensure all rule metadata is stored:

```bash
# Sync rules to database
python -m redb.extractors.yara --sync-rules

# Sync with custom source collection name
python -m redb.extractors.yara --sync-rules --source-collection yara-forge-core

# Compile and sync in one command
python -m redb.extractors.yara --compile --sync-rules
```

## ClickHouse Table Schema

YARA data uses a **normalized schema** with two tables for efficient storage.

### Matches Table: `yara_matches`

Stores one row per sample-rule match (optimized with binary sha256 and rule_id):

| Column | Type | Description |
|--------|------|-------------|
| sha256 | FixedString(32) | Binary SHA256 (32 bytes, use `hex(sha256)` to display) |
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | LowCardinality(String) | YARA rule name (denormalized for convenience) |
| scan_date | DateTime64(3, 'UTC') | Scan timestamp |
| match_strings | Array(String) | Matched string identifiers |

### Rules Table: `yara_rules`

Stores rule metadata once per unique rule (deduplicated by rule_id):

| Column | Type | Description |
|--------|------|-------------|
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | String | YARA rule name |
| source_collection | LowCardinality(String) | Source collection (e.g., 'yara-forge-core', 'malpedia') |
| ingested_at | DateTime64(3, 'UTC') | When this rule was ingested |
| rule_text | String | Full rule source code |
| rule_meta | JSON | Rule metadata (author, description, reference, etc.) |
| rule_tags | Array(LowCardinality(String)) | Rule tags |

### Schema Benefits

- **Binary SHA256**: 32 bytes vs 64 bytes (50% storage savings on hash columns)
- **UInt64 rule_id**: Fast joins and lookups via integer key
- **Content-based rule_id**: xxHash64 of canonical rule content (excluding metadata) for deduplication
- **Denormalized rule_name**: Allows queries without joins for common use cases

### Example Queries

```sql
-- Get matches with hex sha256
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings
FROM yara_matches m
WHERE m.sha256 = unhex('abc123...')

-- Join with rules for full metadata
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings,
    r.rule_meta,
    r.source_collection
FROM yara_matches m
JOIN yara_rules r ON m.rule_id = r.rule_id
WHERE m.sha256 = unhex('abc123...')

-- Find all samples matching a specific rule
SELECT hex(sha256), scan_date
FROM yara_matches
WHERE rule_name = 'APT_Lazarus_Loader'
ORDER BY scan_date DESC
```

## Environment Variables

| Variable | Description | Default |
|----------|-------------|---------|
| `YARA_RULES_PATH` | Override the YARA rules directory | `yara/` |
| `YARA_COMPILED_RULES` | Compiled rules filename | `compiled_rules.yarac` |
| `YARA_SOURCE_COLLECTION` | Default source collection name | `default` |