Jack W. Judy

26 papers Misc 1Journal 8Unranked 17
YearRankTypeTitle / Venue / Authors
2024 conf
EMBC
Bassam M. Smadi, Kenneth Fluker, Ladan Jiracek, Caroline M. Pagac, Laurie M. Griffith, Jack W. Judy
2024 conf
EMBC
Shiva Sai Yeshala, Sultan Mahmud, Nicholas G. Rudawski, Ladan Jiracek-Sapieha, Kenneth Fluker, Jack W. Judy, Adam Khalifa
2023 conf
EMBC
Ladan Jiracek-Sapieha, Kenneth Fluker, Jack W. Judy
2021 conf
NER
Paritosh Rustogi, Abbas Furniturewalla, Erin E. Patrick, Jack W. Judy
2019 conf
EMBC
Parisa Tahafchi, Jack W. Judy
2019 conf
IEEE SENSORS
Parisa Tahafchi, Jack W. Judy
2019 conf
EMBC
Cary A. Kuliasha, Jack W. Judy
2019 conf
NER
Abbas Furniturewalla, Paritosh Rustogi, Erin E. Patrick, Jack W. Judy
2019 conf
IEEE SENSORS
Cary A. Kuliasha, Benjamin S. Spearman, Eric W. Atkinson, Paritosh Rustogi, Abbas S. Fumiturewalla, Elizabeth A. Nunamaker, Kevin J. Otto, Christine E. Schmidt, Jack W. Judy
2018 conf
EMBC
Cary A. Kuliasha, Jack W. Judy
2017 conf
NER
Vidhi H. Desai, Benjamin S. Spearman, Chancellor S. Shafor, Sruthi Natt, Brandon Teem, James B. Graham, Eric W. Atkinson, Rebecca A. Wachs, Elizabeth A. Nunamaker, Kevin J. Otto, Christine E. Schmidt, Jack W. Judy
2017 conf
EMBC
Parisa Tahafchi, Rene Molina, Jaimie A. Roper, Kristen Sowalsky, Chris J. Hass, Aysegul Gunduz, Michael S. Okun, Jack W. Judy
2017 conf
NER
James B. Graham, Eric W. Atkinson, Elizabeth A. Nunamaker, Benjamin S. Spearman, Vidhi H. Desai, Chancellor S. Shafor, Sruthi Natt, Rebecca A. Wachs, Christine E. Schmidt, Jack W. Judy, Kevin J. Otto
2017 conf
NER
Elizabeth A. Nunamaker, Benjamin S. Spearman, James B. Graham, Eric W. Atkinson, Vidhi H. Desai, Chancellor S. Shafor, Sruthi Natt, Rebecca A. Wachs, Christine E. Schmidt, Jack W. Judy, Kevin J. Otto
2014 conf
EMBC
K. Ashwath Krishnan, Shahin Farshchi, Jack W. Judy
2012 J jnl
IEEE Trans. Biomed. Eng.
Debra S. Rivera, Mark S. Cohen, W. Gilbert Clark, Allen C. Chu, Ray L. Nunnally, Jolinda C. Smith, Dixie Mills, Jack W. Judy
2012 J jnl
IEEE Signal Process. Mag.
Sarah Gibson, Jack W. Judy, Dejan Markovic
2011 J jnl
Int. J. Circuit Theory Appl.
Mohammad Hossein Zarifi, Javad Frounchi, Mohammad Ali Tinati, Shahin Farshchi, Jack W. Judy
2009 J jnl
SIAM J. Appl. Math.
Pradeep Thiyanaratnam, Russel Caflisch, Paulo S. Motta, Jack W. Judy
2008 J jnl
Int. J. Manuf. Res.
Janet A. Stillman, Jack W. Judy, Henry Helvajian
2007 J jnl
IEEE Trans. Inf. Technol. Biomed.
Shahin Farshchi, Alex Pesterev, Paul Nuyujukian, István Módy, Jack W. Judy
2006 J jnl
IEEE Trans. Biomed. Eng.
Shahin Farshchi, Paul Nuyujukian, Aleksey Pesterev, István Módy, Jack W. Judy
2006 conf
EMBC
Shahin Farshchi, Aleksey Pesterev, Wan-Lun Ho, Jack W. Judy
2006 Misc conf
SenSys
Ben Greenstein, Christopher Mar, Alex Pesterev, Shahin Farshchi, Eddie Kohler, Jack W. Judy, Deborah Estrin
2006 conf
EMBC
Selene A. Lee, Daniel J. Vasquez, Marvin Bergsneider, Jack W. Judy
2005 J jnl
IEEE Trans. Biomed. Eng.
Paulo S. Motta, Jack W. Judy
redb/extractors/macho_extractors/macho_similarity_hashes.py
← Index redb/extractors/macho_extractors/macho_similarity_hashes.py python
import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor


class MachOSimilarityHashExtractor(MachOExtractor):
    """Extract Mach-O similarity hashes using machofile API.

    Similarity hashes are MD5 fingerprints of sorted, deduplicated binary components:
    - dylib_hash: MD5 of dynamic library names
    - import_hash: MD5 of imported function names
    - export_hash: MD5 of exported symbol names
    - entitlement_hash: MD5 of entitlement names and array values
    - symhash: MD5 of external undefined symbols

    For FAT binaries:
    - Inserts one row per architecture slice with per-slice hashes
    - Inserts one row for the FAT container with combined hashes

    For single-arch binaries:
    - Inserts one row with that architecture's hashes

    Note: parent_sha256 and architecture relationships are tracked in redb_basic_properties,
    not duplicated here. Use JOIN with redb_basic_properties when needed.
    """

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        macho=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            macho,
        )
        self.elastic_index = self.index_prefix + "-macho_hashes"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.MACHO_HASHES.value

    def _extract_similarity_hashes(self, arch_name=None):
        """Extract similarity hashes for a specific architecture."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            similarity_hashes = self.macho.get_similarity_hashes(arch=arch_name)
            return similarity_hashes if similarity_hashes else None
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes for arch {arch_name}: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            if not self.macho:
                return None

            architectures = self.macho.get_architectures()
            if not architectures:
                return None

            if len(architectures) > 1:
                # FAT binary - return combined hashes + per-arch hashes
                results = []

                # First add combined hashes for the FAT container
                all_hashes = self.macho.get_similarity_hashes()
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    combined_hashes['arch_identifier'] = 'fat'
                    results.append(combined_hashes)

                # Then add per-arch hashes
                for arch_name in architectures:
                    hashes = self._extract_similarity_hashes(arch_name)
                    if hashes:
                        hashes['arch_identifier'] = arch_name
                        results.append(hashes)
                return results
            else:
                # Single architecture - return single result
                return self._extract_similarity_hashes(architectures[0])
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            if not self.macho:
                return None

            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # For FAT binaries, first insert a row for the container with combined hashes
            if is_fat:
                all_hashes = self.macho.get_similarity_hashes()  # Without arch returns all including 'combined'
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    data.append([
                        self.sha256,                                    # sha256 (FAT container)
                        combined_hashes.get('dylib_hash'),              # dylib_hash
                        combined_hashes.get('import_hash'),             # import_hash
                        combined_hashes.get('export_hash'),             # export_hash
                        combined_hashes.get('entitlement_hash'),        # entitlement_hash
                        combined_hashes.get('symhash'),                 # symhash
                        current_time,                                   # analysis_date
                    ])

            # Insert rows for each architecture slice
            for arch_name in architectures:
                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific sha256 for {arch_name}: {e}")
                    arch_sha256 = self.sha256

                # Get similarity hashes for this architecture
                similarity_hashes = self._extract_similarity_hashes(arch_name)
                if not similarity_hashes:
                    continue

                data.append([
                    arch_sha256,                                    # sha256 (arch-specific)
                    similarity_hashes.get('dylib_hash'),            # dylib_hash
                    similarity_hashes.get('import_hash'),           # import_hash
                    similarity_hashes.get('export_hash'),           # export_hash
                    similarity_hashes.get('entitlement_hash'),      # entitlement_hash
                    similarity_hashes.get('symhash'),               # symhash
                    current_time,                                   # analysis_date
                ])

            if not data:
                return None

            column_names = [
                'sha256',
                'macho_dylib_hash', 'macho_import_hash', 'macho_export_hash',
                'macho_entitlement_hash', 'macho_symhash',
                'analysis_date'
            ]

            column_type_names = [
                'FixedString(64)',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

    def get_clickhouse_table(self) -> str:
        return "redb_hashes"