J. Michael Spector

40 papers B 7Misc 1Journal 31
YearRankTypeTitle / Venue / Authors
2022 J jnl
Technol. Knowl. Learn.
Rhonda Christensen, Charles B. Hodges, J. Michael Spector
2020 J jnl
Comput. Hum. Behav.
Xue Wang, Lin Lin, Meiqi Han, J. Michael Spector
2019 book
Learning in a Digital World
Paloma Díaz, Andri Ioannou, Kaushal Kumar Bhagat, J. Michael Spector
2019 J jnl
Interact. Learn. Environ.
Kaushal Kumar Bhagat, Wei-Kai Liou, J. Michael Spector, Chun-Yen Chang
2018 B conf
ICALT
Kaushal Kumar Bhagat, J. Michael Spector
2018 J jnl
Comput. Appl. Eng. Educ.
Hong Liu, J. Michael Spector, Matthew Iklé
2018 J jnl
Comput. Hum. Behav.
Minhong Wang, Paul A. Kirschner, J. Michael Spector, Xun Ge
2018 J jnl
Interact. Technol. Smart Educ.
Dirk Ifenthaler, Demetrios G. Sampson, J. Michael Spector, Pedro T. Isaías
2018 J jnl
Comput. Hum. Behav.
Dirk Ifenthaler, Demetrios G. Sampson, J. Michael Spector
2018 J jnl
Smart Learn. Environ.
J. Michael Spector
2018 J jnl
Comput. Hum. Behav.
Minhong Wang, Bian Wu, Paul A. Kirschner, J. Michael Spector
2017 J jnl
J. Educ. Technol. Soc.
Kaushal Kumar Bhagat, J. Michael Spector
2016 B ed.
ICALT
J. Michael Spector, Chin-Chung Tsai, Demetrios G. Sampson, Kinshuk, Ronghuai Huang, Nian-Shing Chen, Paul E. Resta
2016 B conf
ICALT
Gloria Natividad Beltran del Rio, J. Michael Spector, Nicholas Evangelopoulos
2016 J jnl
J. Comput. High. Educ.
J. Michael Spector, Dirk Ifenthaler, Demetrios G. Sampson
2016 J jnl
J. Educ. Technol. Soc.
J. Michael Spector, Dirk Ifenthaler, Demetrios Samspon, Lan (Joy) Yang, Evode Mukama, Amali Warusavitarana, Kulari Lokuge Dona, Koos Eichhorn, Andrew E. Fluck, Ronghuai Huang, Susan Bridges, Jiingyan Lu, Youqun Ren, Xiaoqing Gui, Christopher C. Deneen, Jonathan Padilla San Diego, David C. Gibson
2015 B conf
ICALT
J. Michael Spector
2015 J jnl
J. Comput. Assist. Learn.
Elisabeth M. C. Taminiau, Liesbeth Kester, Gemma Corbalan, J. Michael Spector, Paul A. Kirschner, Jeroen J. G. van Merriënboer
2015 J jnl
Technol. Knowl. Learn.
Dirk Ifenthaler, Demetrios G. Sampson, J. Michael Spector
2014 J jnl
Comput. Hum. Behav.
Dirk Ifenthaler, J. Michael Spector, Demetrios G. Sampson, Pedro T. Isaías
2014 J jnl
J. King Saud Univ. Comput. Inf. Sci.
J. Michael Spector
2013 J jnl
Comput. Educ.
Minhong Wang, Bian Wu, Kinshuk, Nian-Shing Chen, J. Michael Spector
2013 J jnl
J. Educ. Technol. Soc.
Bian Wu, Minhong Wang, J. Michael Spector, Stephen J. H. Yang
2013 B conf
ICALT
Minhong Wang, Vive Kumar, Hsueh-Hua Chuang, J. Michael Spector
2013 J jnl
J. Educ. Technol. Soc.
J. Michael Spector
2012 J jnl
Comput. Sci. Inf. Syst.
J. Michael Spector, Chanmin Kim
2012 J jnl
J. Educ. Technol. Soc.
Dirk Ifenthaler, Pedro T. Isaías, Kinshuk, Demetrios G. Sampson, J. Michael Spector
2012 J jnl
J. Educ. Technol. Soc.
Demetrios G. Sampson, J. Michael Spector, Ignacio Aedo, Nian-Shing Chen
2011 J jnl
J. Educ. Technol. Soc.
Ignacio Aedo, Mohamed Jemmi, J. Michael Spector, Larisa Zaiceva
2010 J jnl
J. Educ. Technol. Soc.
Roger Hartley, Kinshuk, Rob Koper, Toshio Okamoto, J. Michael Spector
2008 J jnl
Comput. Hum. Behav.
J. Michael Spector
2008 J jnl
Comput. Hum. Behav.
Kinshuk, J. Michael Spector, Demetrios G. Sampson
2007 B ed.
ICALT
J. Michael Spector, Demetrios G. Sampson, Toshio Okamoto, Kinshuk, Stefano A. Cerri, Maomi Ueno, Akihiro Kashihara
2004 J jnl
J. Educ. Technol. Soc.
Demetrios G. Sampson, J. Michael Spector, Vladan Devedzic, Kinshuk
2003 B ed.
ICALT
Vladan Devedzic, J. Michael Spector, Demetrios G. Sampson, Kinshuk
2002 J jnl
J. Educ. Technol. Soc.
J. Michael Spector, Xuemei Wang
2001 J jnl
Comput. Hum. Behav.
J. Michael Spector, Dean L. Christensen, Alexei V. Sioutine, Dalton McCormack
2000 J jnl
J. Educ. Technol. Soc.
J. Michael Spector
1995 Misc conf
SAC
J. Michael Spector
1991 J jnl
J. Comput. Sci. Coll.
J. Michael Spector
redb/extractors/pe_extractors/pe_imports.py
← Index redb/extractors/pe_extractors/pe_imports.py python
import inspect
from typing import Any, List, Tuple
from datetime import datetime, timezone

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEImport


class PEImportExtractor(PEExtractor):

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

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

    def _extract_imports(self):
        self.log.debug(inspect.currentframe().f_code.co_name)

        imports_symbols = []
        imports_lib = []
        imports_total = 0
        # pe_import = None
        try:
            directory_entry_import = getattr(self.pe, "DIRECTORY_ENTRY_IMPORT", [])
            imports_total = len(directory_entry_import)
            for entry in directory_entry_import:
                symbols = []
                tmp_import = {}
                libname = entry.dll.decode() if entry.dll else ""
                imports_lib.append(libname)
                # replace . with _ to avoid issues with elastic
                # entryname = entryname.replace(".", "_")
                for symbol in entry.imports:
                    if symbol.name:
                        symbols.append(symbol.name.decode())
                # imports_symbols[entryname] = symbols
                tmp_import[libname] = symbols
                imports_symbols.append(tmp_import)
            return PEImport(
                pe_imports_total=imports_total,
                pe_import_libraryName=imports_lib if imports_lib else None,
                pe_import_functions=imports_symbols if imports_symbols else None,
            )
        except Exception as e:
            self.log.error(f"Extract imports error {self.hash.sha256} Exception: {e}")
        return pe_import

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            return self._extract_imports()
        except Exception as e:
            self.log.error(f"Extract imports error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            imports = self.extract()
            if (
                imports is None
                or imports.pe_imports_total == 0
                or (
                    imports.pe_import_libraryName is None
                    and imports.pe_import_functions is None
                )
            ):
                return None

            # Flatten the data - one row per function import
            data = []
            current_time = datetime.now(timezone.utc)

            for lib_funcs in imports.pe_import_functions:
                for lib, funcs in lib_funcs.items():
                    for func in funcs:
                        data.append(
                            [
                                self.sha256,  # sha256
                                self.md5,  # md5
                                self.sha1,  # sha1
                                lib,  # library_name
                                func,  # function_name
                                current_time,  # analysis_date
                            ]
                        )

            column_names = [
                "sha256",
                "md5",
                "sha1",
                "library_name",
                "function_name",
                "analysis_date",
            ]

            column_type_names = [
                "FixedString(64)",
                "FixedString(32)",
                "FixedString(40)",
                "LowCardinality(Nullable(String))",
                "LowCardinality(Nullable(String))",
                "DateTime64(3, 'UTC')",
            ]

            if not data:
                return None

            return (data, column_names, column_type_names)

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