Igor N. Aizenberg

79 papers B 14C 4Misc 4Journal 21Unranked 35
YearRankTypeTitle / Venue / Authors
2024 J jnl
Algorithms
Igor N. Aizenberg, Alexander Vasko
2022 conf
UEMCON
Igor N. Aizenberg, Joshua Herman, Alexander Vasko
2022 B conf
IJCNN
Marco Bindi, Carlos Iturrino Garcia, Antonio Luchetta, Francesco Grasso, Maria Cristina Piccirilli, Libero Paolucci, Igor N. Aizenberg
2022 J jnl
Algorithms
Marco Bindi, Fabio Corti, Igor N. Aizenberg, Francesco Grasso, Gabriele Maria Lozito, Antonio Luchetta, Maria Cristina Piccirilli, Alberto Reatti
2020 conf
DSMP
Igor N. Aizenberg, Alexander Vasko
2020 B conf
IJCNN
Olivia Keohane, Igor N. Aizenberg
2020 conf
DSMP
Igor N. Aizenberg, Olivia Keohane, Alejandro Lara
2019 J jnl
J. Artif. Intell. Soft Comput. Res.
Igor N. Aizenberg, Antonio Luchetta, Stefano Manetti, Maria Cristina Piccirilli
2019 conf
RTSI
Igor N. Aizenberg, Marco Bindi, Francesco Grasso, Antonio Luchetta, Stefano Manetti, Maria Cristina Piccirilli
2018 C conf
ISCAS
Igor N. Aizenberg, Fabio Corti, Francesco Grasso, Antonio Luchetta, Stefano Manetti, Maria Cristina Piccirilli, Alberto Reatti, Marian K. Kazimierczuk
2018 conf
DSMP
Igor N. Aizenberg, Zain Khaliq
2018 conf
DSMP
Igor N. Aizenberg, Kashifuddin Qazi
2018 B conf
IJCNN
Igor N. Aizenberg, Alexander Gonzalez
2018 conf
IEEE CLOUD
Kashifuddin Qazi, Igor N. Aizenberg
2017 B conf
IJCNN
Igor N. Aizenberg, Alan Ordukhanov, Fionntan O'Boy
2016 B conf
IJCNN
Christian Hacker, Igor N. Aizenberg, Jeffrey Wilson
2016 conf
Image Processing: Algorithms and Systems
Igor N. Aizenberg
2016 J jnl
Neurocomputing
Igor N. Aizenberg, Leonid Sheremetov, Luis A. Villa-Vargas, Jorge Martínez Muñoz
2016 B conf
IJCNN
Igor N. Aizenberg, Antonio Luchetta, Stefano Manetti, Maria Cristina Piccirilli
2014 C conf
CIDM
Evgeni Aizenberg, Igor N. Aizenberg
2014 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Akira Hirose, Igor N. Aizenberg, Danilo P. Mandic
2014 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Igor N. Aizenberg
2014 conf
MCPR
Igor N. Aizenberg, Leonid Sheremetov, Luis A. Villa-Vargas
2013 B conf
IJCNN
Igor N. Aizenberg
2013 J jnl
Soft Comput.
Igor N. Aizenberg
2012 J jnl
Soft Comput.
Igor N. Aizenberg, Antonio Luchetta, Stefano Manetti
2012 conf
Image Processing: Algorithms and Systems / Parallel Processing for Imaging Applications
Igor N. Aizenberg, Glen Wallace
2011 B conf
IJCNN
Igor N. Aizenberg, Jacob Jackson, Shane Alexander
2011 book
Igor N. Aizenberg
2011 conf
Image Processing: Algorithms and Systems
Igor N. Aizenberg, Shane Alexander, Jacob Jackson, Thomas Neal, Jeffrey Wilson, Kristi Kendrick
2011 conf
IWANN (1)
Igor N. Aizenberg
2011 conf
ISMVL
Igor N. Aizenberg, Shane Alexander, Jacob Jackson
2010 conf
ICAISC (2)
Igor N. Aizenberg
2010 B conf
IJCNN
Igor N. Aizenberg, Matthew Caudill, Jacob Jackson, Shane Alexander
2010 conf
ISMVL
Igor N. Aizenberg
2010 J jnl
IEEE Trans. Neural Networks
Igor N. Aizenberg
2009 C conf
IJCCI
Igor N. Aizenberg
2008 J jnl
Image Vis. Comput.
Igor N. Aizenberg, Constantine Butakoff
2008 J jnl
IEEE Trans. Neural Networks
Igor N. Aizenberg, Dmitriy Paliy, Jacek M. Zurada, Jaakko Astola
2008 conf
ISMVL
Raul Cruz-Cano, Igor N. Aizenberg
2008 J jnl
Soft Comput.
Igor N. Aizenberg
2007 Misc conf
IDC
Jacek M. Zurada, Igor N. Aizenberg
2007 J jnl
Soft Comput.
Igor N. Aizenberg, Claudio Moraga
2007 conf
ICANN (1)
Igor N. Aizenberg, Jacek M. Zurada
2007 J jnl
J. Multiple Valued Log. Soft Comput.
Igor N. Aizenberg, Claudio Moraga
2007 conf
ISMVL
Igor N. Aizenberg, Claudio Moraga
2006 J jnl
IEEE Trans. Signal Process.
Igor N. Aizenberg, Jaakko T. Astola
2006 B conf
IJCNN
Igor N. Aizenberg, Dmitriy Paliy, Jaakko Astola
2005 J jnl
IEEE Signal Process. Lett.
Igor N. Aizenberg, Constantine Butakoff, Dmitriy Paliy
2004 conf
Fuzzy Days
Igor N. Aizenberg, Claudio Moraga, Dmitriy Paliy
2004 J jnl
IEEE Signal Process. Lett.
Igor N. Aizenberg, Constantine Butakoff
2003 conf
Image Processing: Algorithms and Systems
Igor N. Aizenberg, Jaakko T. Astola, Taras Bregin, Constantine Butakoff, Karen O. Egiazarian, Dmitriy Paliy
2003 conf
ICIP (3)
Igor N. Aizenberg, Jaakko Astola, Constantine Butakoff, Karen O. Egiazarian, Dmitriy Paliy
2003 J jnl
J. VLSI Signal Process.
Igor N. Aizenberg, Constantine Butakoff
2002 conf
Image Processing: Algorithms and Systems
Igor N. Aizenberg, Constantine Butakoff, Victor N. Karnaukhov, Nickolay S. Merzlyakov, Olga Milukova
2002 conf
Image Processing: Algorithms and Systems
Igor N. Aizenberg, Constantine Butakoff
2002 J jnl
J. VLSI Signal Process.
Igor N. Aizenberg, Constantine Butakoff
2002 conf
Image Processing: Algorithms and Systems
Igor N. Aizenberg, Taras Bregin, Dmitriy Paliy
2002 C conf
ICANN
Igor N. Aizenberg, Taras Bregin, Constantine Butakoff, Victor N. Karnaukhov, Nickolay S. Merzlyakov, Olga Milukova
2001 conf
Fuzzy Days
Igor N. Aizenberg, Ekaterina M. Myasnikova, Maria Samsonova, John Reinitz
2001 J jnl
Image Vis. Comput.
Igor N. Aizenberg, Naum N. Aizenberg, Jens Hiltner, Claudio Moraga, Erdmuthe Meyer zu Bexten
2001 conf
IWANN (2)
Igor N. Aizenberg, Ekaterina M. Myasnikova, Maria Samsonova
2001 conf
Fuzzy Days
Igor N. Aizenberg
2001 conf
IWANN (2)
Igor N. Aizenberg, Naum N. Aizenberg, Constantine Butakoff
2000 B conf
ICPR
Igor N. Aizenberg, Naum N. Aizenberg, Constantine Butakoff, Elya Farberov
2000 conf
Electronic Imaging: Nonlinear Image Processing
Igor N. Aizenberg, Naum N. Aizenberg, Jaakko T. Astola, Taras Bregin, Constantine Butakov, Karen O. Egiazarian
1999 conf
MLDM
Igor N. Aizenberg, Naum N. Aizenberg, Georgy A. Krivosheev
1999 conf
Fuzzy Days
Igor N. Aizenberg
1999 conf
Electronic Imaging: Nonlinear Image Processing
Igor N. Aizenberg, Naum N. Aizenberg, Sos S. Agaian, Jaakko T. Astola, Karen O. Egiazarian
1999 conf
IWANN (2)
Igor N. Aizenberg, Naum N. Aizenberg
1998 B conf
Image Processing
Igor N. Aizenberg, Naum N. Aizenberg, Eugene S. Gotko, Vladimir A. Sochka
1998 conf
EUSIPCO
Igor N. Aizenberg, Naum N. Aizenberg, Jaakko Astola, Karen O. Egiazarian
1998 conf
ICIP (2)
Rusen Öktem, Karen O. Egiazarian, Igor N. Aizenberg, Naum N. Aizenberg
1998 B conf
ESANN
Igor N. Aizenberg, Naum N. Aizenberg, Eugene S. Gotko, Joos Vandewalle
1997 J jnl
J. Electronic Imaging
Igor N. Aizenberg
1997 Misc conf
IWANN
Naum N. Aizenberg, Igor N. Aizenberg
1996 B conf
ICPR
Naum N. Aizenberg, Igor N. Aizenberg, Georgy A. Krivosheev
1995 Misc conf
IWANN
Naum N. Aizenberg, Igor N. Aizenberg, Georgy A. Krivosheev
1993 Misc conf
IWANN
Naum N. Aizenberg, Igor N. Aizenberg
redb/extractors/js_extractor.py
← Index redb/extractors/js_extractor.py python
import logging
import re
from abc import ABCMeta, abstractmethod

from redb.extractors.extractor import Extractor
from redb.extractors.js_extractors.js_context import JSContext, _text_entropy

logger = logging.getLogger(__name__)

# ESM is recognised by line-anchored `import ... from "..."` / bare side-effect
# `import "..."` / top-level `export ...`. Anchored at line start to avoid
# matching the substring inside string literals or comments.
_ESM_PATTERN = re.compile(
    r'(?m)^\s*(?:'
    r'import\s+[^;\n]*?\bfrom\s+[\'"]'
    r'|import\s+[\'"][^\'"]+[\'"]'
    r'|export\s+(?:default\b|\{|\*|const\b|let\b|var\b|function\b|class\b|async\b)'
    r')'
)


@abstractmethod
class JSExtractor(Extractor, metaclass=ABCMeta):
    """Base class for JavaScript file extractors.

    Every JSExtractor reads its raw materials (bytes / decoded source / line
    list / scan_source results / pyjsparser AST / text entropy) from a shared
    `JSContext`. When workers.py drives the JS pipeline it builds one context
    per sample and threads it into every extractor via `context=`. When tests
    or other callers instantiate an extractor directly, the constructor builds
    a fresh context from `(filepath, source=...)`.

    All historical instance attributes (`self.binary`, `self.js_source`,
    `self.lines`) and helpers (`self._decode_source`, `self._parse_ast`,
    `self._calculate_text_entropy`) are preserved as thin delegators so
    existing extractor code keeps working unchanged.
    """

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        known_benign=False,
        known_malicious=False,
        source=None,
        context=None,
    ):
        if context is None:
            context = JSContext.from_path(filepath, log=log, source=source)
        elif source is not None and context.source != source:
            log.warning(
                "JSExtractor received both `source=` and `context=` with "
                "differing source; ignoring source kwarg"
            )
        self._context = context

        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            known_benign=known_benign,
            known_malicious=known_malicious,
        )

    @property
    def binary(self):
        return self._context.raw_bytes

    @property
    def js_source(self):
        return self._context.source

    @property
    def lines(self):
        return self._context.lines

    def _decode_source(self):
        """Back-compat shim — the context already decoded once at construction.

        Kept so any external caller using the historical method name keeps
        working without touching the underlying bytes again.
        """
        return self._context.source

    def _parse_ast(self):
        """Return the shared pyjsparser AST (or None if unavailable)."""
        return self._context.ast

    def _calculate_text_entropy(self, text):
        """Shannon text entropy for `text`.

        When `text` is the context's own source we read the cached value;
        otherwise we compute fresh. JSStringsExtractor calls this on arbitrary
        decoded substrings, so the fresh-compute path must remain available.
        """
        if text is self._context.source:
            return self._context.text_entropy
        return _text_entropy(text)

    def _detect_environment(self):
        """Detect the target JS runtime environment."""
        src = self.js_source
        if not src:
            return "unknown"

        # WScript/WSH indicators
        wscript_patterns = [
            'WScript.', 'WSH.', 'ActiveXObject', 'Scripting.FileSystemObject',
            'WScript.Shell', 'ADODB.Stream',
        ]
        for p in wscript_patterns:
            if p in src:
                return "wscript"

        # Browser-extension APIs — checked before generic browser/worker because
        # `chrome.*` and `browser.runtime` are distinctive of MV2/MV3 extensions
        extension_patterns = [
            'chrome.runtime', 'chrome.tabs', 'chrome.storage',
            'chrome.webRequest', 'browser.runtime', 'browser.tabs',
        ]
        for p in extension_patterns:
            if p in src:
                return "browser_extension"

        # Service / Web Workers — worker-only APIs that don't appear in regular
        # browser pages (a generic browser script would use `window.` or
        # `document.`, never `self.importScripts` or `caches.match`)
        worker_patterns = [
            "self.addEventListener('fetch'", 'self.addEventListener("fetch"',
            'self.importScripts', 'self.skipWaiting',
            'caches.match', 'caches.open',
        ]
        for p in worker_patterns:
            if p in src:
                return "service_worker"

        # Deno runtime
        if 'Deno.' in src:
            return "deno"

        # Node.js indicators
        node_patterns = [
            'require(', 'module.exports', 'process.env', '__dirname',
            '__filename', 'Buffer.', 'child_process',
        ]
        for p in node_patterns:
            if p in src:
                return "node"

        # Browser indicators
        browser_patterns = [
            'document.', 'window.', 'navigator.', 'localStorage',
            'sessionStorage', 'XMLHttpRequest', 'addEventListener',
        ]
        for p in browser_patterns:
            if p in src:
                return "browser"

        return "unknown"

    def _detect_script_type(self):
        """Detect the script type/format."""
        src = self.js_source
        if not src:
            return "unknown"

        stripped = src.lstrip()

        # JScript.Encode payload — must be checked first since the encoded
        # body can't be classified any other way
        if stripped.startswith('#@~^'):
            return "jse"

        # WSF / HTA live in the first few KB of an HTML-ish wrapper
        head_lower = stripped[:4096].lower()

        # Windows Script File — XML wrapper around one or more <script> blocks
        if ('<job' in head_lower or '<package' in head_lower) and '<script' in head_lower:
            return "wsf"

        # HTML Application — distinct from generic embedded_html because HTAs
        # run under mshta.exe with full WSH/ActiveX access
        if '<hta:application' in head_lower or 'application/hta' in head_lower:
            return "hta"

        if stripped.startswith('<!') or stripped.startswith('<html') or '<script' in stripped[:2000]:
            return "embedded_html"

        if 'WScript.' in src or 'WSH.' in src:
            return "wscript"

        if _ESM_PATTERN.search(src):
            return "esm"

        if 'require(' in src or 'module.exports' in src:
            return "node_module"

        return "standalone"