Pith. sign in

Paper Citation Record · LEDGER

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources

As of 22 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:1909.00704.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
1909.00704 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:44:50.819173Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

  • verified exact2
  • verified fuzzy28
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 94b5bfc8-788d-4961-a4a8-cb32432ef932 · outbound

This paper cites Big data in real estate? from manual appraisal to automated valuation.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Big data in real estate? from manual appraisal to automated valuation

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.714447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.579706Z digest=sha256:2f1a67a7ff6f5c5ba73f1c1a996d308bf31b2c068de108860ad1729648fa679d

Observation 28e0b594-75de-4108-8c5a-b89cf3a3f84c · outbound

This paper cites Data mining: An empirical application in real estate valuation.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Data mining: An empirical application in real estate valuation

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.668743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.593997Z digest=sha256:47421e818ab3fc1174c9acc5e5e60da2fd2c3edcafdff9fc598d03974c4a062f

Observation 8dbf7f2e-34cd-4278-8c52-456df025f81d · outbound

This paper cites Downie, Gill.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Downie, Gill

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.640700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.605128Z digest=sha256:3b379c282a774ebe343c9902b2ee1e7efd0077e56b4e621e7dbc11bc8d830757

Observation 89477013-bc0b-4676-b961-7d730e1d7f6b · outbound

This paper cites Rey Carmona.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Rey Carmona

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.610228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.616864Z digest=sha256:222a6c2e31e47c0538006d545db3ed81bd17ebc5f4451b3270258cc7af8653ed

Observation 7c12575e-acc5-4283-89ab-d05950ba4a41 · outbound

This paper cites A data mining model by using ann for predicting real estate market: Comparative study.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources A data mining model by using ann for predicting real estate market: Comparative study

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.576304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.626969Z digest=sha256:bc5098d0ebf57bb4806621ff0d66fe978900115dad2781b3c70cde0805ac095d

Observation 246ba7b6-b1da-49b4-88c2-a11ab20bed5c · outbound

This paper cites Applied machine learning project 4 prediction of real estate property prices in montreal, 2014.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Applied machine learning project 4 prediction of real estate property prices in montreal, 2014

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.550290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.634811Z digest=sha256:423a94cef22ed74d3cd36fe1f027ee405ebf83f29efa4aa8877e321f880cfce4

Observation a2b611b9-8b74-4906-9b4c-82f74b21beb0 · outbound

This paper cites Machine learning for a london housing price prediction mobile application.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Machine learning for a london housing price prediction mobile application

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.521724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.645344Z digest=sha256:73218563efcc2789e3c91b15ba8a7a4ab50ca1da9a8cf3832df52c6be0143a9e

Observation 1f604721-3fc7-4a69-aacd-a9ea4e15453e · outbound

This paper cites An extended semi-supervised regression approach with co-training and geographical weighted regression: A case study of housing prices in beijing.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources An extended semi-supervised regression approach with co-training and geographical weighted regression: A case study of housing prices in beijing

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.495041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.652024Z digest=sha256:c492a7e49d7b8b8472905894cf5bd365f95581d106ed5e7613e26a2f566f9386

Observation d7427bf4-5265-4572-b4c2-a1e83a6d9c01 · outbound

This paper cites Urban Data Streams and Machine Learning: A Case of Swiss Real Estate Market.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Urban Data Streams and Machine Learning: A Case of Swiss Real Estate Market

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-14T05:44:50.935109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.657299Z digest=sha256:c6ccb9eee8bec4a9e092d2d63a7868ec4aa54e5b022139de2771efb220844da0

Observation d734e763-a6c3-4989-ac39-c08a56dcc890 · outbound

This paper cites Goodman and Thomas Thibodeau.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Goodman and Thomas Thibodeau

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.466790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.668524Z digest=sha256:859312afae39a8b6f66d809c929b0258a32ca12ca14c30016579ad5ba1b01b52

Observation 14e2fb37-3282-467b-884a-a370b300b4e9 · outbound

This paper cites Multivariate regression modeling for home value estimates with evaluation using maximum information coefficient.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Multivariate regression modeling for home value estimates with evaluation using maximum information coefficient

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.447497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.674908Z digest=sha256:8b203c02fa626dc401b104507516224abe3ce6df3c0e7d00a39cb89131dfcf40

Observation 7b7381e1-ab87-4186-840a-01449a99fd2c · outbound

This paper cites Estimation of a hedonic house price model with bargaining: Evidence from the italian housing market.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Estimation of a hedonic house price model with bargaining: Evidence from the italian housing market

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.420390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.683144Z digest=sha256:5372511fc126dd7b5248abe49ee1c40d975c8f2fc8f00bbd4a3129e0d1c31185

Observation eb752e04-1d7e-4e7d-956f-03d7546dec97 · outbound

This paper cites The potential of big housing data: An application to the italian real-estate market.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources The potential of big housing data: An application to the italian real-estate market

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.387654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.689169Z digest=sha256:6b5ff2866448aac21acc9cfcb7dc071e36de12e7dbff7c6917f92c0236f894d2

Observation 67be60a3-2d99-48fe-b61a-e2e93f954c77 · outbound

This paper cites Predicting housing value: A comparison of multiple regression analysis and artificial neural networks.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Predicting housing value: A comparison of multiple regression analysis and artificial neural networks

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.359644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.694787Z digest=sha256:483f87803aa0b5f178f00a4f712ee3053a4b753e34bf11c72e77b6cb61ac575b

Observation fa332e95-52e2-44c3-bf5c-30679f5cda79 · outbound

This paper cites Discovering the hidden structure of house prices with a non-parametric latent manifold model.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Discovering the hidden structure of house prices with a non-parametric latent manifold model

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.338600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.702116Z digest=sha256:976a286d048bb568c5d3e4bcb629e264de67ba0b9376a0dcf683ff5092fd57eb

Observation dc8f9e70-49f2-4b5e-b482-4cee7b4b19c4 · outbound

This paper cites The economic value of neighborhoods: Predicting real estate prices from the urban environment.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources The economic value of neighborhoods: Predicting real estate prices from the urban environment

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.308780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.708092Z digest=sha256:b950d9964f54efb4f666740892d4c423edab4414e9bf445dcac5e229107b9e76

Observation 32144b6b-f1d1-4b34-955f-f33fd14b99f3 · outbound

This paper cites Machine learning and the spatial structure of house prices and housing returns.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Machine learning and the spatial structure of house prices and housing returns

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.286555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.714435Z digest=sha256:eed687967c28812ccbdd0a52d18bc8384d73ac46563f299bb13a469c8a0151b5

Observation b998dbc8-6288-436c-ab9d-93729b195db8 · outbound

This paper cites Identifying real estate opportunities using machine learning.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Identifying real estate opportunities using machine learning

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.257441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.721261Z digest=sha256:36df50b23ead771261ab1dc80e90df7e8762d5e7efa0dd792146cdf6cdebbb41

Observation d7a9225e-b23f-478b-bece-a11a3c992bb7 · outbound

This paper cites Location-Centered House Price Prediction: A Multi-Task Learning Approach.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Location-Centered House Price Prediction: A Multi-Task Learning Approach

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-08-14T05:44:50.897691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.730714Z digest=sha256:7b49f0513ce37183afe96dfd6415fceb06983a9e19f8e3d7c2a88b0d6a61a79b

Observation f06c1b59-68fc-4295-ae89-eeaf8b43212a · outbound

This paper cites House price prediction: hedonic price model vs.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources House price prediction: hedonic price model vs

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.234132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.742757Z digest=sha256:dd04ab18e697a1dc42a3b5c03c048f2ce5af995c48a5c754e3ee3e0461bf7df4

Observation 4dbd03ec-04f6-4c05-a48d-92a222b9ae0c · outbound

This paper cites Training a multilayer perceptron to predict the final selling price of an apartment in co-operative housing society sold in stockholm city with features stemming from open data.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Training a multilayer perceptron to predict the final selling price of an apartment in co-operative housing society sold in stockholm city with features stemming from open data

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.203816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.748733Z digest=sha256:2a1c6aa9027dd6f841801f4f45c87b79362871c2efc459c3b723a70442d9b9e9

Observation b337515c-043f-4274-958a-e8d283634ae2 · outbound

This paper cites Estimating the performance of random forest versus multiple regression for predicting prices of the apartments.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Estimating the performance of random forest versus multiple regression for predicting prices of the apartments

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.164631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.754325Z digest=sha256:e4e8f8f5b17b6326245051428df0bb13605d58bfcac2797cd66ec83c9bdc6407

Observation cc3d4a83-b54a-4079-9b46-467f59bebcc3 · outbound

This paper cites House price estimation in hanoi using artificial neural network and support vector machine: Considering effects of status and house quality.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources House price estimation in hanoi using artificial neural network and support vector machine: Considering effects of status and house quality

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.140943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.759731Z digest=sha256:403ca10c042215b75453614cb7be27c4f7464cbde6cc667b1cfacaeb510ee93d

Observation e14f759f-a4ef-44ae-a34b-0e9f0ab750e6 · outbound

This paper cites Extremely randomized trees.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Extremely randomized trees

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-14T05:44:50.764943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T05:44:50.764943Z digest=sha256:567be3d34db10edf4569b65a5be8be7aa67190927466e79e6fbd06efc391a339

Observation 03e8555e-7329-4cf7-8c8d-334e8f0efadd · outbound

This paper cites Days on market: Measuring liquidity in real estate markets.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Days on market: Measuring liquidity in real estate markets

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.098774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.771078Z digest=sha256:9f13522801597561280f29e707d4af3767c160cb3dbd1fa0e936531f183405c3

Observation 69437c75-3757-4eee-95d0-a815c0f97d3f · outbound

This paper cites House price estimation from visual and textual features.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources House price estimation from visual and textual features

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.078859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.779031Z digest=sha256:1f1a0581f71ce17b04648cbb849da85c85b8285b0c3cda79a15fab56c001864e

Observation 135c98fe-1f67-4a06-a6b8-460889fed0ac · outbound

This paper cites Open data from the italian public administrations, 2019.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Open data from the italian public administrations, 2019

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.055093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.783984Z digest=sha256:03d3463c18a88c873d4f443a5bf8d28c77d83bfdcf805889d0798506b82e2d0d

Observation 0c37f8f3-0285-4918-94a4-711bb78eafbd · outbound

This paper cites Manuale della banca dati dell’osservatorio del mercato immobiliare, 2017.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Manuale della banca dati dell’osservatorio del mercato immobiliare, 2017

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.032450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.790655Z digest=sha256:b045430098c446631fba679521130a7265d80809aad2dc5d350d803e87e31c45

Observation c12e0eae-c6cf-4793-a3eb-4c9de53c758e · outbound

This paper cites Automated valuation model: An application to the public housing resale market in singapore.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Automated valuation model: An application to the public housing resale market in singapore

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:51.006499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.797149Z digest=sha256:7ae1d21f077dc263d4331358a05eb8cd755f396ed4aa749fa3113eaf6f355e04

Observation 9247d8c7-837b-4763-879a-c47cef5f72a7 · outbound

This paper cites The value spatial component in the real estate market: the turin case study.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources The value spatial component in the real estate market: the turin case study

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:50.978450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.810319Z digest=sha256:44b1b1d39904fc5682dde9801ae9dfe63ee8b31b60204a37e439752753c618ad

Observation 99e271d5-eab2-4959-bd5c-82cc699057c5 · outbound

This paper cites Learning to rank social bots.

Learning Real Estate Automated Valuation Models from Heterogeneous Data Sources Learning to rank social bots

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T05:44:50.957510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-14T05:44:50.819173Z digest=sha256:08ad19b2ec8bbee04b4b2fea226cb46f9ab3fc20bf877ac18dff686b9bd554d6

Pith citing papers

No inbound Pith citation observations are available.