Isabelle Linden

51 papers B 3C 5Misc 1Journal 17Unranked 16
YearRankTypeTitle / Venue / Authors
2024 J jnl
J. Comput. Inf. Syst.
Sarah Pinon, Corentin Burnay, Isabelle Linden
2024 J jnl
Mach. Learn.
Arnaud Bougaham, Mohammed El Adoui, Isabelle Linden, Benoît Frénay
2023 ed.
ICDSST
Shaofeng Liu, Pascale Zaraté, Daouda Kamissoko, Isabelle Linden, Jason Papathanasiou
2022 C conf
DATA
Isabelle Linden, Bruno Dumas, Anne Wallemacq
2022 J jnl
CoRR
Arnaud Bougaham, Mohammed El Adoui, Isabelle Linden, Benoît Frénay
2022 C conf
SEKE
Mathieu Lega, Christian Colot, Corentin Burnay, Isabelle Linden
2022 J jnl
Big Data
Christian Colot, Philippe Baecke, Isabelle Linden
2021 J jnl
Inf. Syst. Manag.
Christian Colot, Philippe Baecke, Isabelle Linden
2021 conf
LIDTA@ECML/PKDD
Arnaud Bougaham, Adrien Bibal, Isabelle Linden, Benoît Frénay
2021 J jnl
J. Big Data
Christian Colot, Philippe Baecke, Isabelle Linden
2021 B conf
DocEng
Maxime Cauz, Julien Albert, Anne Wallemacq, Isabelle Linden, Bruno Dumas
2020 ed.
ICDSST
José María Moreno-Jiménez, Isabelle Linden, Fátima C. C. Dargam, Uchitha Jayawickrama
2020 J jnl
J. Log. Algebraic Methods Program.
Denis Darquennes, Jean-Marie Jacquet, Isabelle Linden
2020 B conf
RCIS
Isabelle Linden, Anne Wallemacq, Bruno Dumas, Guy Deville, Antoine Clarinval, Maxime Cauz
2018 ed.
ICDSST
Fátima C. C. Dargam, Pavlos Delias, Isabelle Linden, Bertrand Mareschal
2018 B conf
DocEng
Antoine Clarinval, Isabelle Linden, Anne Wallemacq, Bruno Dumas
2018 C conf
COORDINATION
Denis Darquennes, Jean-Marie Jacquet, Isabelle Linden
2018 conf
It's All About Coordination
Jean-Marie Jacquet, Isabelle Linden, Denis Darquennes
2017 ed.
ICDSST
Isabelle Linden, Shaofeng Liu, Christian Colot
2016 J jnl
Int. J. Decis. Support Syst. Technol.
Christian Colot, Isabelle Linden, Philippe Baecke
2016 J jnl
Softw. Syst. Model.
Corentin Burnay, Ivan J. Jureta, Isabelle Linden, Stéphane Faulkner
2016 J jnl
Sci. Comput. Program.
Jean-Marie Jacquet, Isabelle Linden, Mihail-Octavian Staicu
2016 J jnl
Int. J. Decis. Support Syst. Technol.
Maria Gianni, Katerina Gotzamani, Isabelle Linden
2016 J jnl
Sci. Comput. Program.
Jean-Marie Jacquet, Isabelle Linden, Denis Darquennes
2015 ed.
EWG-DSS
Isabelle Linden, Shaofeng Liu, Fátima C. C. Dargam, Jorge E. Hernández
2015 ed.
ICDSST
Boris Delibasic, Jorge E. Hernández, Jason Papathanasiou, Fátima C. C. Dargam, Pascale Zaraté, Rita A. Ribeiro, Shaofeng Liu, Isabelle Linden
2015 conf
ANT/SEIT
Christian Colot, Isabelle Linden
2015 J jnl
J. Decis. Syst.
Isabelle Linden, Jason Papathanasiou, Shaofeng Liu
2014 conf
FOCLASA
Denis Darquennes, Jean-Marie Jacquet, Isabelle Linden
2014 J jnl
J. Decis. Syst.
Isabelle Linden
2013 conf
ICEIS (3)
Ravi Ramdoyal, Christophe Ponsard, Myriam-Amina Derbali, Gabriel Schwanen, Isabelle Linden, Jean-Marie Jacquet
2013 conf
ESOCC Workshops
Jean-Marie Jacquet, Isabelle Linden, Denis Darquennes
2013 conf
ESOCC Workshops
Jean-Marie Jacquet, Isabelle Linden, Mihail-Octavian Staicu
2013 conf
EWG-DSS
Isabelle Linden, Myriam-Amina Derbali, Gabriel Schwanen, Jean-Marie Jacquet, Ravi Ramdoyal, Christophe Ponsard
2012 conf
FOCLASA
Jean-Marie Jacquet, Isabelle Linden, Mihail-Octavian Staicu
2012 conf
EWG-DSS
Fátima C. C. Dargam, Isabelle Linden, Shaofeng Liu, Rita A. Ribeiro, Pascale Zaraté
2011 conf
EWG-DSS
Isabelle Linden, Jean-Marie Jacquet, Gustavo Ospina, Mihail-Octavian Staicu
2009 J jnl
Theor. Comput. Sci.
Jean-Marie Jacquet, Isabelle Linden
2007 ed.
CoOrg/MTCoord@CCOORDINATION
Guido Boella, Mehdi Dastani, Andrea Omicini, Leon van der Torre, Ivana Cerná, Isabelle Linden
2007
Isabelle Linden
2007 C conf
COORDINATION
Jean-Marie Jacquet, Isabelle Linden
2006 J jnl
Fundam. Informaticae
Antonio Brogi, Jean-Marie Jacquet, Isabelle Linden
2006 J jnl
Sci. Comput. Program.
Isabelle Linden, Jean-Marie Jacquet, Koen De Bosschere, Antonio Brogi
2006 conf
CoOrg/MTCoord@COORDINATION
Guido Boella, Mehdi Dastani, Andrea Omicini, Leendert W. N. van der Torre, Ivana Cerna, Isabelle Linden
2006 ed.
MTCoord@COORDINATION
Lubos Brim, Isabelle Linden
2005 conf
MTCoord@COORDINATION
Lubos Brim, Isabelle Linden
2004 C conf
COORDINATION
Isabelle Linden, Jean-Marie Jacquet
2004 conf
FOCLASA
Isabelle Linden, Jean-Marie Jacquet
2003 Misc conf
PDPTA
Jean-Marie Jacquet, Isabelle Linden
2003 conf
FOCLASA
Isabelle Linden, Jean-Marie Jacquet, Koenraad De Bosschere, Antonio Brogi
2002 conf
FOCLASA
Antonio Brogi, Jean-Marie Jacquet, Isabelle Linden
docs/apk-code-schema.md
← Index docs/apk-code-schema.md markdown
# APK Code Analysis — ClickHouse Schema

All tables follow the `ReplacingMergeTree(analysis_date)` pattern from
`docs/new-code-binja-schema.md`, except `code_apk_analysis_errors` which
uses `MergeTree()`.

**Companion PDD:** `APK_CODE_ANALYSIS_PDD-Tech_Annex.md` §7

---

## Table overview

| # | Table | Analog (Binja) | Engine | Key |
|---|-------|----------------|--------|-----|
| 1 | `code_apk_decompiled_methods_content` | `code_binja_decompiled_functions_content` | ReplacingMergeTree | `decompiled_method_hash` |
| 2 | `code_apk_decompiled_methods_references` | `code_binja_decompiled_functions_references` | ReplacingMergeTree | `(sha256, decompiled_method_hash)` |
| 3 | `code_apk_smali_methods_content` | `code_binja_disassembled_functions_content` | ReplacingMergeTree | `smali_method_hash` |
| 4 | `code_apk_smali_methods_references` | `code_binja_disassembled_functions_references` | ReplacingMergeTree | `(sha256, smali_method_hash)` |
| 5 | `code_apk_method_similarity_metrics` | `code_binja_function_similarity_metrics` | ReplacingMergeTree | `smali_method_hash` |
| 6 | `code_apk_cfg_methods` | `code_binja_cfg_functions` | ReplacingMergeTree | `smali_method_hash` |
| 7 | `code_binja_strings_raw` *(shared)* | — | Null (→ MV) | — |
| 8 | `code_apk_analysis_errors` | `function_analysis_errors_binja` | MergeTree | `(sha256, error_location, error_hash)` |

---

## Table 1: `code_apk_decompiled_methods_content`

**Analog:** `code_binja_decompiled_functions_content`

```sql
CREATE TABLE IF NOT EXISTS code_apk_decompiled_methods_content (
    decompiled_method_hash FixedString(64),          -- SHA-256 of normalized Java source
    decompiled_method String CODEC(ZSTD(3)),          -- Full Java method source
    decompiled_method_type Enum8('USER'=1, 'LIBRARY'=2, 'UNKNOWN'=5) DEFAULT 'UNKNOWN',
    decompiled_has_string_encryption UInt8 DEFAULT 0,
    decompiled_has_reflection_calls UInt8 DEFAULT 0,
    decompiled_excessive_goto_count UInt8 DEFAULT 0,
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_method_content_token lower(decompiled_method) TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY decompiled_method_hash;
```

## Table 2: `code_apk_decompiled_methods_references`

**Analog:** `code_binja_decompiled_functions_references`

```sql
CREATE TABLE IF NOT EXISTS code_apk_decompiled_methods_references (
    sha256 FixedString(64),
    decompiled_method_hash FixedString(64),
    smali_method_hash Nullable(FixedString(64)),
    decompiled_class_name LowCardinality(String),
    decompiled_method_name LowCardinality(String),
    decompiled_method_signature String,               -- Dalvik descriptor: (Landroid/os/Bundle;)V
    decompiled_method_prototype String,               -- Java-style: void onCreate(Bundle)
    functions_caller Array(String),
    functions_call Array(String),
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_decompiled_class_name decompiled_class_name TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1,
    INDEX idx_decompiled_method_name decompiled_method_name TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1,
    INDEX idx_functions_caller functions_caller TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1,
    INDEX idx_functions_call functions_call TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY (sha256, decompiled_method_hash);
```

## Table 3: `code_apk_smali_methods_content`

**Analog:** `code_binja_disassembled_functions_content`

```sql
CREATE TABLE IF NOT EXISTS code_apk_smali_methods_content (
    smali_method_hash FixedString(64),                -- SHA-256 of normalized smali body
    smali_method String CODEC(ZSTD(3)),               -- Full smali method body
    smali_method_type Enum8('USER'=1, 'LIBRARY'=2, 'UNKNOWN'=5) DEFAULT 'UNKNOWN',
    smali_instructions_count UInt32,
    smali_register_count UInt16,
    smali_has_string_encryption UInt8 DEFAULT 0,
    smali_has_reflection_calls UInt8 DEFAULT 0,
    smali_excessive_goto_count UInt8 DEFAULT 0,
    smali_flattened_score Float64 DEFAULT 0.0,       -- Control flow flattening score (0.01.0)
    smali_mba_score Float64 DEFAULT 0.0,             -- Mixed boolean-arithmetic score (0.01.0)
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_smali_ngram smali_method TYPE ngrambf_v1(3, 32768, 3, 0) GRANULARITY 1,
    INDEX idx_smali_method_type smali_method_type TYPE set(3) GRANULARITY 1,
    INDEX idx_smali_instr_count smali_instructions_count TYPE minmax GRANULARITY 4,
    INDEX idx_smali_reg_count smali_register_count TYPE minmax GRANULARITY 4,
    INDEX idx_smali_flattened smali_flattened_score TYPE minmax GRANULARITY 4,
    INDEX idx_smali_mba smali_mba_score TYPE minmax GRANULARITY 4
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY smali_method_hash;
```

## Table 4: `code_apk_smali_methods_references`

**Analog:** `code_binja_disassembled_functions_references`

```sql
CREATE TABLE IF NOT EXISTS code_apk_smali_methods_references (
    sha256 FixedString(64),
    smali_method_hash FixedString(64),
    decompiled_method_hash Nullable(FixedString(64)),
    smali_class_name LowCardinality(String),
    smali_method_name LowCardinality(String),
    smali_method_signature String,
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_smali_class_name smali_class_name TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1,
    INDEX idx_smali_method_name smali_method_name TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY (sha256, smali_method_hash);
```

## Table 5: `code_apk_method_similarity_metrics`

**Analog:** `code_binja_function_similarity_metrics`

Content-based fuzzy matching table. Structural/CFG scalars (block_count, edge_count, etc.)
are in `code_apk_cfg_methods` (Table 6) — this table holds only fuzzy hashes and MinHash.

```sql
CREATE TABLE IF NOT EXISTS code_apk_method_similarity_metrics (
    smali_method_hash FixedString(64),
    -- Raw smali fuzzy hashes (analog: ssdeep_disassembly / tlsh_disassembly)
    ssdeep_smali Nullable(String),
    tlsh_smali Nullable(FixedString(72)),
    -- Semantically normalized smali fuzzy hashes (analog: ssdeep_llil / tlsh_llil)
    ssdeep_smali_normalized Nullable(String),
    tlsh_smali_normalized Nullable(FixedString(72)),
    minhash Array(UInt8),
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_ssdeep ssdeep_smali TYPE bloom_filter GRANULARITY 1,
    INDEX idx_tlsh tlsh_smali TYPE bloom_filter GRANULARITY 1,
    INDEX idx_ssdeep_norm ssdeep_smali_normalized TYPE bloom_filter GRANULARITY 1,
    INDEX idx_tlsh_norm tlsh_smali_normalized TYPE bloom_filter GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY smali_method_hash;
```

## Table 6: `code_apk_cfg_methods`

**Analog:** `code_binja_cfg_functions` (see `db_migration/cfg_functions_ddl.sql`)

Structural and topological features computed from smali CFG. All fields mirror
the Binja table with APK-appropriate naming.

```sql
CREATE TABLE IF NOT EXISTS code_apk_cfg_methods (
    -- Identity
    smali_method_hash FixedString(64),

    -- Tier 0: Exact structural match
    cfg_topology_hash FixedString(16),

    -- Tier 1: Structural pre-filtering
    block_count UInt16,
    edge_count UInt16,
    cfg_instructions_count UInt32,            -- Dalvik instruction count (analog: llil_total_operations)
    call_count UInt16,
    cyclomatic_complexity UInt16,
    loop_count UInt16,
    max_depth UInt16,
    max_fan_out UInt16,
    md_index_topdown UInt64,
    md_index_bottomup UInt64,
    prime_product_smali UInt64,              -- Dalvik semantic primes (analog: prime_product_llil)

    -- Tier 2: Fuzzy matching
    cfg_feature_tlsh Nullable(FixedString(72)),
    wl_minhash Array(UInt8),

    -- Embedding-ready storage
    bb_features Array(Array(UInt16)),        -- ACFG block feature vectors
    cfg_adjacency Array(UInt32),             -- Packed (src << 16 | tgt)

    analysis_date DateTime64(3, 'UTC'),

    -- Indexes
    INDEX idx_topology cfg_topology_hash TYPE bloom_filter GRANULARITY 1,
    INDEX idx_complexity cyclomatic_complexity TYPE minmax GRANULARITY 4,
    INDEX idx_block_count block_count TYPE minmax GRANULARITY 4,
    INDEX idx_edge_count edge_count TYPE minmax GRANULARITY 4,
    INDEX idx_call_count call_count TYPE minmax GRANULARITY 4,
    INDEX idx_cfg_instr_count cfg_instructions_count TYPE minmax GRANULARITY 4,
    INDEX idx_loop_count loop_count TYPE minmax GRANULARITY 4,
    INDEX idx_max_depth max_depth TYPE minmax GRANULARITY 4,
    INDEX idx_max_fan_out max_fan_out TYPE minmax GRANULARITY 4,
    INDEX idx_md_topdown md_index_topdown TYPE minmax GRANULARITY 4,
    INDEX idx_md_bottomup md_index_bottomup TYPE minmax GRANULARITY 4,
    INDEX idx_prime prime_product_smali TYPE bloom_filter GRANULARITY 1,
    INDEX idx_cfg_tlsh cfg_feature_tlsh TYPE bloom_filter GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY smali_method_hash;
```

**Column mapping (APK → Binja):**

| APK column | Binja column | Notes |
|------------|-------------|-------|
| `smali_method_hash` | `disassembled_function_hash` | Both SHA-256 of normalized code |
| `cfg_instructions_count` | `llil_total_operations` | Dalvik instructions vs LLIL operations |
| `prime_product_smali` | `prime_product_llil` | Same prime algorithm, Dalvik semantic categories |
| All others | Same name | Identical algorithms from shared `cfg_features.py` |

## Table 7: `code_binja_strings_raw` (shared)

APK strings are inserted into the existing `code_binja_strings_raw` Null-engine table,
which feeds materialized views (`code_binja_strings_by_binary`, `mv_string_popularity_public`).
This enables cross-format string correlation between PE/ELF/Mach-O/APK samples.

No new table creation needed — see `docs/new-code-binja-schema.md` for the existing DDL.

## Table 8: `code_apk_analysis_errors`

**Analog:** `function_analysis_errors_binja`

```sql
CREATE TABLE IF NOT EXISTS code_apk_analysis_errors (
    sha256 FixedString(64),
    class_name Nullable(String) CODEC(ZSTD(3)),
    method_name Nullable(String) CODEC(ZSTD(3)),
    error_location LowCardinality(String) CODEC(ZSTD(3)),   -- 'jadx', 'apktool', 'androguard', 'analysis'
    error_message Nullable(String) CODEC(ZSTD(3)),
    error_type Nullable(String) CODEC(ZSTD(3)),
    error_hash FixedString(32),                               -- MD5 for dedup
    status Enum8('new' = 1, 'investigating' = 2, 'fixed' = 3, 'wontfix' = 4) DEFAULT 'new',
    analysis_date DateTime64(3, 'UTC')
) ENGINE = MergeTree()
ORDER BY (sha256, error_location, error_hash);
```