4 research outputs found

    Stochastic modelling of financial processes with memory and semi-heavy tails

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    This PhD thesis aims to study financial processes which have semi-heavy-tailed marginal distributions and may exhibit memory. The traditional Black-Scholes model is expanded to incorporate memory via an integral operator, resulting in a class of market models which still preserve the completeness and arbitragefree conditions needed for replication of contingent claims. This approach is used to estimate the implied volatility of the resulting model. The first part of the thesis investigates the semi-heavy-tailed behaviour of financial processes. We treat these processes as continuous-time random walks characterised by a transition probability density governed by a fractional Riesz- Bessel equation. This equation extends the Feller fractional heat equation which generates a-stable processes. These latter processes have heavy tails, while those processes generated by the fractional Riesz-Bessel equation have semi-heavy tails, which are more suitable to model financial data. We propose a quasi-likelihood method to estimate the parameters of the fractional Riesz- Bessel equation based on the empirical characteristic function. The second part considers a dynamic model of complete financial markets in which the prices of European calls and puts are given by the Black-Scholes formula. The model has memory and can distinguish between historical volatility and implied volatility. A new method is then provided to estimate the implied volatility from the model. The third part of the thesis considers the problem of classification of financial markets using high-frequency data. The classification is based on the measure representation of high-frequency data, which is then modelled as a recurrent iterated function system. The new methodology developed is applied to some stock prices, stock indices, foreign exchange rates and other financial time series of some major markets. In particular, the models and techniques are used to analyse the SET index, the SET50 index and the MAI index of the Stock Exchange of Thailand

    Estimation and Simulation of the Riesz-Bessel Distribution

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    In this article, further properties of the Riesz-Bessel distribution are provided. These properties allow for the simulation of random variables from the Riesz-Bessel distribution. Estimation is addressed by nonlinear generalized least squares regression on the empirical characteristic function. The estimator is seen to approximate the maximum likelihood estimator. The distribution is illustrated with financial data. [ABSTRACT FROM AUTHOR] Copyright of Communications in Statistics: Theory & Methods is the property of Taylor & Francis Ltd and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts

    Long-Range Dependence of Financial Time Series Data

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    This paper examines long-range dependence or longmemory of financial time series on the exchange rate data by the fractional Brownian motion (fBm). The principle of spectral density function in Section 2 is used to find the range of Hurst parameter (H) of the fBm. If 0< H <1/2, then it has a short-range dependence (SRD). It simulates long-memory or long-range dependence (LRD) if 1/2< H <1. The curve of exchange rate data is fBm because of the specific appearance of the Hurst parameter (H). Furthermore, some of the definitions of the fBm, long-range dependence and selfsimilarity are reviewed in Section II as well. Our results indicate that there exists a long-memory or a long-range dependence (LRD) for the exchange rate data in section III. Long-range dependence of the exchange rate data and estimation of the Hurst parameter (H) are discussed in Section IV, while a conclusion is discussed in Section V

    0001

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    DAILY PALO ALTO TIMES. MONDAY. MARCH g. 1906. Sunshine is what the Baby wants It makes him healthy and happy OUR WINDOWS are full of Cabs and Go-carts and many more coming. Prices range from 3.50 to $30.00. W. ar. (Ivlng you tb. benefit of r.ry low price, now, lnstwsd of waltlnx until th. last of th. null. McKIBBEN-BEAL CO. Phone Main 12 222 University Ave. PALO ALTO mtrktbl* piece of work. It It a photograph, almost, of tb* sensation •ach one of na who went through that dreadful time experienced, and *o to each reader It will eeem wonderful. On* get* from ber tlmpt* language a curious impression shock, a numbed sensation it or t personal Injury, which la unique. la all ths ear.bn.uske stories op to now Done have convered (hi* feeling so remarkably as thlt tale br Mn. Austin, aod it should receive much prate*.—Call. NRW SWITCHBOARD IS NOW BEING IN-.I-U.rii Telephone Compear It Get-Jag Its New Quarters Ready for Oct*. paswy of Operators. Erarthquake Vol ume is Interesting DOCTOR JORDAN EDITS MOST IMPORTANT VOLUME ON THIS SUBJECT. Doctor Rrsnncr and Others Contribute Valuable Article* Prom Scientific Point if View. "Tbe California Earthquake of l»Ot" tt the most ambitious of an the £x»k* published on the great earthquake. It la edited by David Starr Jordan, which insures fit Ht-j erarr excellence; and. besides tbat. Doctor Jordan being a scientist of known attainments, the artlelee are Interesting ^nd informing from that viewpoint, too- After th* great earthquake number of article* on the subject appeared In various msgatlnss. On* of the** wss of inch trientlflo st wsll ss general Interest that lh* publisher of tbl* volume thought It thou Id be preserved In book form, and to Induced its author to gtther other srtlclsi from svsllsbls sources and make a book. Most of tb* essays chpscn have appeared In mag- nslnes, tome popular, tome scientific, bot tbe present form mike* their preetrvttlon permanent and the Illustration! girt an added Interest. The opening article It entitled "Tho Eeerthquik* Rtft of April. 1*61." It Is written by David Sttrr Jordan, and, while much geological Information It Imparted, the attention of tbe layman It held to the vent, end of the article. Th* author girn a brief bttiorj of other earthquake* of California which have proved more or leas serious, and toochts upon sll tide* of tho question, closing by quoting the word* of William H. Hall, th* engineer of Ban Franciaco: "Tb* earthquake haa put a definition on the word "sham.' which seemt positively cruel. It hta es- tsbllibed s vtlue on the solid foun- dttlon aad genuine superstructure. which It Indeed ennobling." To thlt Doctor Jordan add. that It would redound to the moral and spiritual elevation of any community to be enured of a tmart shock or temblor it Interval*, and of a real earthquikt one* ln each generation. It doe* eeem like pretty eevere medicine to give a city once In a generation, bnt after a few doses perhaps posterity would not need it. Professor John Csiper Brenner oontrlbotee the second article, entitled "Oeology and Earthqutfcee." He answer* a number of questions at to ths csute and effect of earth- quakea (one may tar the latter The Pacific Telephone A Telegraph Company It having ita operating room on the second floor of tbe Ptrst National Bank building fitted np for occupancy. nee; mahogany iwttcbbotrd is being Installed and tbe system is being chtnged from txprtat to common battery. This will give * much quicker terries, at the operator can tell br tbe lighting of tiny bulbs on th« switchboard wben a call It received and answered. The company Is putting In tbe most effective modern equipment tbst money will purchase, snd tbe local offlc* will b* In the beat pos- tfae bay of Ssn Frsnclsoo sa It* center." Tbe author was appointed upon the California earthquake investtgs- tion oommistioo by Governor Pardee! «Jble shape to **rv* th* 1.100 pat Imni-dlat-.ly sfter the earthquake, root connected with tblt exchange, and bat therefore hid ace*** to all u It not r*t known how toon the th* Investigation papera and lufor-j office will be ready so that tb* op*r- m*lion by hi* brother member* of alert can be moved from the pree- th* commission, a* well ai doing In-: sot quartet* on the Circle. dependent worth HI* article will be! , found very latere*.log to til reader*. Ho|d o* Rome Sapresne. It is written in a styls easily under- The twin evils of American social stood by the ltytnan. but filled with; Hf« are Intemperance and boarding tclentlflc factt and statistic*. It oov-.hou#M< 0f tt# twtM u,. Hcopj. era the whole field of earthquake, bora may be the more destructive of damage—building, streets, water-, th, „,, domeetidlr apon which hap* malm, roadways In Ut country., phMm ot famlllet and perpetellr of railroad tracki. etc.. and show, the \ rspubllc depends. The tblrd ptrty approved method of Improving the _whlCh w „, a«rsttsry or unnec- bsd work. It It quite the longest, „.„„. ln pouuc .ftura-i. . dan- Article In the book, comprising st It ferotlt „„t to w bomt -_, doe* at least a tblrd of the volume.' boarding boutet thtre are dotent of | but It It none too long, and In It will; thtrt -_-,--,„, ,-., uM Uw guest be found more Information about i nnm „ oyr ,ort,athera quaintly earthquakes than would eeem potel-;^,^ lt_u - -^-^^^ -4*. I( „ be for one tingle brain to possess, vn>tJt)TiT „„ , urrylng place. The The chairman of the Invsstig.tlon , tp.rt*,snt hooM__a stationary commlaalon. Grove Karl Gilbert, ttoeplBI «r--U tn abomination eontrlbutt. th. pest teaar. "d _^ p-^,, by (b, ^^^ of gtvta valnablc Information on much -Rie* toundadytee. Among other bit. or The Ideal republic—agalntt which good tdvlee,«n. msyread (hat the no .torn, of passion or of part, public should "fully heed tb* coun- rtrt-# mr ,rer pf,¥„l_h„ for lu tel of thot. wbo maintain that the BOtto. -o^ „„. one_ _.,-,_ new city should be etrthqutke whol(l houjK. for , hom, „ .„.-.,,,-, proof. Furthermoea, the author, or „_ap# ot ^ bow ,„ of mn tart that while eu<ne Will run *wtr |mporUnce. Tb* one-room cabin. UWt OF WBt ~ Ta* Cede That Oeverae Hset-UeJee Bs* tarMfi CIvllLeed Natieen. Tbs 'law* of war" ta at pnewal tor m mated by ths dvUlsed oatlona forbk the est of poison agslatt the ea*my murder by trsscfasry, ao, tot *xampl* aasumlng tbs uniform or (Uaplaytni ths flag of a fos; tb* murder of t_u_H wbo bars surrendered, whether opoe condition* or tt discretion; dectai* tlon* tbst no qoartar wtl] b* glvsa ti sn sD*mr; tb* use of eoch ana projectile* a* will cause unnscsa pain or suffering to so enemy: the abu** of t dag of truce lo gala lnfor mattoo concerning an enemy's post (loot, ill --necessary d**truct_oo properiy. wbetberpobtlc or private. Tbey site declare tbst only forttte. piacss shall be besieged. op*a cltls* ot village* not to be subject to slegi bom-ardmeot; tbat public buildings <*. wbttever character, wbstber belonglnt to churcb or state, shall b* epsted tbat plundering by private soldier* « tbelr c-C-ers shall be considered load mlsalbte: tbat prisoner* shall bs trsst ed with comiuoo humanity; thst tin personal effect* tnd private propert} of prtsuuers. excepting tbelr arm* anc a in muni tlon. shall bs respected; thst th* population of an eoemy** countrj sbsll be considered tztmpt from par tlclpitlon lu tbe wgr unless by hosUl. seta they provok* tbe III will of tb* *n*my. Fereooal and family booor and Ux religious conviction* of an Invade, people must be respected try the lo vtdeis and til pillage by regular troops or tbelr followers strictly forbidden GOT HIS OMELET. from the city for i*ar of another with dirt floor may be aa full of de- r*'"*^othw"wtn ntntn toi,ob ■■* ««»»' »»ppt*"« from building for■*^llk. rw.. tb*(tb, brown «„„, man_|on of M c ty will grow snd flourfh any way. bundr<Ki ^^ wlth aBfl h rt. It tt encouraging to the week and wood fioorw wavering to read thlt: [ ^ plODttm wbo butIdwl bro,d "The deetlny of Ban Prancleoo and deep foundttlont of present-day depandi op the capacity and securf- civilisation, htd homes In the wii- tT of Its htrbor. on tbt wealth of the derness with wolVe* and wild country behind tt .and on It* geo- beaate without the close-barred door, graphic relation to the commerce of it u left for a later, looser, luturt- tbe Pacific. Whatever the earth-j out generation to unbar the door „ qutke dinger may be. it Is a thing and admit the wild bsaata to dwell thtt. desired to tte blm: you. Frist*, to be dealt with on the ground by within. Tbe home gives place to the) -*-" "-J" _-*-*»*-i »■*-" •» loot Ben Jo*, skillful engineering, not avoided by 1 modern boarding house, the rough m«ht'" ieitertor with the tweet kernel at its Ths reading of a few wordt like: core to tbe polished veneering with that written by a scientist have'dust and dryness at Its more weight with some people than; Santa Ana Regtetsr. hour* of talking, and tend to en- courage the trembling and hetlttt* •_■__ ______ Ing oust. Ths article It well done! »>emlng-ftaaa. from a literary point ot view, too.i MlM *"*rtha A. Foat. Stanford '06, Why Ons Msn Cass*. Trying ts D< Fun.-.- With Wsit.r*. "!*▼• o*rer triad to be funny with s waiter, ■ the traveler waa saying 'since tbe time wben 1 bad t little tx pertence with one In California. It wa* aeveral year* ago, and I waa tattm. free!..' I stepped Into s restaurant ons morning snd ordered *n om*l*t. ■ *Wh*t kindr asked lb* waiter. " "Why. srs tbst* mors kind* thsn eo*r IsaaL "•Oh. ys*. tlr.* be answered nt*; there ar* severs!.' ■ Well, bring m* an ostrich sgg ome Mt1 "'Alt right, sir.' be said, 'but yoe%. hive |» wtlt quit* awhile. It takes s long U-Os to inak* an ostrich sgg ome Igi' "I told blm 1 bad plenty of time. II* went *way and wts gont fully tn boor. Then be came back with a big * s**ees s is**********-* eeies This Newspaper Gets There Are YOU In It? Boiler retm-ss for -J—-'*--i yon eaa get throagh aay other For Sale—GeaUe driving horse, ISO. Addrst* Box X. Times offlee. 7-lw" For Ssle—Cheap; hone, surrey sod barntss; fine fsmlly oatflt In flrst-claav condition. Address Box Si, Menlo Psrk. 7-»t-c Pumlturs bought tad told by W. p. Pennebaker. Ill Sm*r*oa *tr**t- PbsM Whit* «»T. \94t Tie" only branch ta Pal* AH* *C the F. Thomas Parisian Dye Works. ST Tenth street. Saa Francisco, It at III Dnlv*r*lly avenue, at the Thrs* LRU* -Taller*. L- J. Bloom i Phea* Black 111. *s »*•*■♦* »»«.»»♦«» e« sssees WANTS CLASSIFIED. *♦♦♦■»♦_-»** ♦♦♦♦♦^-♦♦***» RATES One Insertion ■. Two tn**rtloa* . Three Insertion* Four Insertions . Five lssertloBs . Six Insertions . . Ons month tic J 10c I.c «0e tic 10c ...IMS -Eech month following. .11.00 •_*-♦* Wanted — Chimney sweeping, whitewashing and general housework. Address J. T. Morgan aad D. W. Wagner. Ill Lytton avenue. tb-iw» Wanted—Girl to learn draeamak- Ing. Apply IIS Unlvsrslty tvsnus. Wanted—Good, sober. Industrious young man wants a place in private family. Apply M. Thomas CI4 Emerson street vj-31" "There you srs, tlr,' bs said, placing It b*for* me end uncovering It "Well. It was sn omelet, sll right ■ nd big enough for bilf a doses men. Whether then* wss in ostrich farm In th* oeighborbood and be get a real ostrich cgp or wbstber be made II trvn a couple ef dosen bees' egg* I doof know, bet 1 distinctly remember that It ce*t me 18— and 1 learned i ni-tittle lesson."-Youth's Companion An O'd Jek*. My Lord Craven. In King Jatow First's Helen, wat very desirous tu tt* Ben Jousun, whlcb being told to l_-n, be went lit my Lord's House; but, bttag le ■ very tttt*r*d Condition, a* Pi-et* temetlmet sr*. tbt Porter t»- fut'd him Admittance, with soma tanwy Lsngutge, which the other did not rail to return. My Lord, bappa.** lag to com* out while they wst* wrangling, asked the occasion of It Baa, who atood Ln need of no-body to tpeeh for him, said, be understood hM Lot<V Wanled—Japanese boy wishes to do any kind of work for an hour or two In the morning before 4 o'clock. K. I. ' Phono White t>01. SOS University avenue. i-3t* yam aad wwoieeewas. Del Bafcaty.- T%omo Earte At Oo_, Mjstt 17, e* ■■-lit A RhodesL Maa* 7S. Chamberlain's Pain Balm relieve* rbeumttic paint aad make* sleep and rest potalble, which slone tt worth mtny times Its cost B. F. Crocker. Esq.. now 14 year* of eg*. and for twenty years Justice of the Pete* at Martlntbnrg. Jows, says: "I am terribly afflicted with tchtlc rheumatism In my left arm and right hip. I htve need three bottles of Chsmberltln's Psln Balm and It did me lott of good." For tale by ths Esgls Drug Co. Dally Timet, 11 cent* a week. Southern Pacific Time Table. (In effect February 9. 1101.) Toward Ban Frandtco— No. II No. If (Valencia). No. If (ax. Son.) No. tt No. 41 (ex. San.) No. «l (ex. Bun) Np. 41 No. tl No. 17 , No. (I . S:I0 a. m. . S:6t a. m. . 1:41 a. m. . 7:11 a. m. . 7:11 a. m. . 7:47 a. m. . t.JS a. m. . t:tl a. m. .11:94 a. m. ..11:11 p. m. For Rent—Fine furnlthed 4-room flat. Inquire 704 Bryant. S-SO-tf For Rent—Up-to-date furnlthed flit of four large sunny rooms; No. IS 3:03 p. No. II j 4:57 p. m. NO. It 4:03 p. m. No. II 7:41 p. m. From Bsn FVnodsoc*— screened porch, bath, modern conveniences. Unlveralty avenue. and all Apply SSO S-l-tm* For Rent—Four furnlthed front roomt. tingle or entulte; gentlemen preferred. S4S Homer avenue. S-l.-Im' For R*i_t—Two tunny furnished front roomt, wltb board. C. L. Place, lit the Circle. :.-rf For Rent—Two housekeeping roomt; also large furnished room lor gentleman, II per week. 11. Everett avenue, l-SS-tt-c whlch alvee an added pleasure to W4U toarried at Honolulu on Fobrn. the reading. *ry -lh to David T. Fleming, wbo It The article br Stephen Taber u|lD cu*ntv of tbs Msul agricultural called "Local Effect! on the Ctll- Vlantatlon fornla -Earthquake of ltM," and Mrs. Fleming la the daughter of devotee Itself principally to de-; Mr. and Mrs. J. C. Poaa of 32* Era- tcrlpllon of various pbsnomens of ereon street. She made fhe as- the earthquake. Some excellent 11-1 quatntsnee of Mr. Fleming during lustrations and maps sr* used in * year's visit la Hawaii shortly af- thls srtlcle. F. Omorl. 8c. D., member of tbs Imperial earthquake Investigation commission of Toklo, Japsn. ta too wsll known to need much Introduction. He contributes tbe next easay. calling It -preliminary Notts oo tb* Cauaee of tbe California Earthquake of ltoi." Having, at one may tay, been brought up on earthquakes. what be has to aay at to their causes In general and this one ln question la easier to answer) and a particular, is very Interesting. R number of Interesting picture*, will be remembered thtt he practl- moetlr from th* Santa Clara valley. r*>.T predicted the earthquake of are ueed to Uluttrate the artlcl*. Valparaiso lo August, 1991. to that Th* next article, by Charles Der- bit studies sad conclusions should leth Jr., associate professor of struc- liar* weight He. too. gives the sd- tnral engineering at tbe University vice that buddings must be made of California, la called "The Deatruc-' ttrong enough to resist earthquake tlve Extent of the California Earth-, thoeka f tnd he addt that that is a qneke. Its Effect Upon Structures problem which present* no great aod Structure! Material Within the! difficulties. Earthquake Belt," and wa* written; The article by Harold w. Ftir- eepeclally for tblt book. It It one banks, Ph. D.. is rsprlnted from the •f the most InteretUng of all the or- bulletin ot Ihe California phyalcal tar leering the university. Sailor* Will Stop at Stanford. According to reports la tb* San Francisco papers, the committee on sightseeing for the sailors of ths fleet will have an excursion stop tt Stanford. The committee states that tbey wers asked by Stanford to have the men atop bere long enough to witness tome athletic sport"., but tbey could not promise tblt. (tiamberlaln's Cough Remedy ts Roth Agreeable * and Effective. tides, and some of the figures he gtvte sre vsry turprlilng. Re tsyi that "ths important destruction to engineering works occurred in a belt about fifty milt* wide snd nearly ' three hundred miles In length, extending along the Pacific coast, with geography club, and le a description of the condition found throughout the length of the fault Thlt tt followed by a personal narrative by Mary Austin, called "Th* Temblor." The very timpiicity of her narrative and the abrupt ending make It a re-'tale, by the Eagle Drug Co. Chamber!sin's Cough Remedy hit sot, iwply-d lbs other. No, do, quoth my Lord, you cennot be Ben Ji who wrote the Silent Woman, yoo look ta if you could not tay It-- to a Be. cry'd Ben. Very well, tald my Less. wbo wat bstter pleat'd at -bt thst. offended tt the Affront I am convinced by your Wit yon .ate 'Joe Miller's Jest Book.- 17m A WM* DletisMtlsn. MalU.y tnd Mlks Cslrey a * meg. "Barney.** Mtk* i id, removing a bunch of thlngle sens from -ts month and tettitng back e fertably. "what It Che dLffareoca twweo sstteflwl aigf cooteotr The d-ffereeee 1 Bora, tber*** Ml answered Barney. "U you'r* sett* yoorTs content, snd If ye**** ee*_t yee't* aetlsfled " Thst wat my opinion, too. Burner, toe bay, op to now, bnt tt ttroek todden-llke a* I pot tbat hut nail tn that I am aatltfled. til right thtt Mtfty Caber ■* tor wif*. h*t I am tetwsd wr* I am not content!" SQtsrtsta-Bg tbout 100 people st s recepdon and hsd provided only sbeet serewty-tee teats. In datpatr ih* tald to a eaae- petriet: "Oh. 1 am ao dtetresstdl Not three-fourth* of th* my soul. '■ Whsl's tbs madam!" a* a*> Cltlmed. tbtmr The Martial *s_rt*. "Wben yoo go Into battle," no superior for coughs, colds and human analyst "do you feel your heart croup, and tbe fact that It to pleas-! "•*«• wlth &o*uilty toward the foe or ant to take and contain* nothing tn *?*• SLggT m__ n_— any way Injurious haa mad* It a! m2%n*S_I^? «T _Tl_7.t ._ ._ ... __ i pert in time *m war ws Mai svt_t ftvorlte with mothers. Mr. W. 8.1 mere resentful toward ths tos than Prihsm. a merchant of Ktrktvllle.j we feel towsrd our rtrsl twmIt -it tn lows, sty.: "For more thsn twenty! time of pesee."—Wathtagtoa iter. year* Chamberlain'* Cough Remedy! ■*■ hat been my leading remedy for all' A tAwdy la D\m*mwiwm- throat trouble*. it It eepectaltyj "t*0"11'. °°w -*™* * P**«t •« *»--*» tuccessful lo case* ot croup. Child-! "J** 2TS .__. I want i bis niece, hot d_asrv rsa sad mj- caatomer, who bav. _ _,___ ^fTmm" ueed It will not Use Bar. other." Par ' Por Raot—Furnished ol unrur- BWied rooms for bous.ke.pl_t: .■loso In; rata, reasonable «66 Hamilton &v»ooe, P.lo Alto. . 8-18-lm-c For Rent—Lam. Bloslr famished front room; suitable for two. Csa- trallv lorated: rent rsssoBShls. Ap- ply 681 Emerson street. 6.6t* For Rent—F-urnlshcd rooms. 38T Emetaon street. (-Iw* No 81 Na 11 I Ko. t< No. 88 No. 18 No. 86 Na. 64 No. 16 lei. Sua.) Na 48 (.x. Sun.) No. 60 ,.. No. 14 No. 18 Los AaaalsB ex. (:68 p. ay- No. (0 11:17 a m. ,e.,,..,,,,,......., .. T:(l a aa. .. 8:88 a m. .. 1:11 a m. ..If.b p aa. .. 1:11 p. m. .. 6:18 p. m. .. 6:I( p. m. .. 6:00 p. aa. .. 1:11 p. m. .. 1:46 p. m. T:>4 p. aa. Collars and Cuffs. Domestic Finish Stanford Laundry Oor. Ba_*on* strsei and Irate* •tone. Telepbcsse Red 01. ■ PALO ALTO. For Ssle—At co*t. artistic bungalow of six roomt. C. I. Place, ill Ctrele 14-tf For Sal*—Lots tn th* Seal* tract Choice location. C. L. Place, 111 Ctieie. 14-tf For Salt—Lett In Stanford Park. Sewer, water and shade treet are being pet In. C. L. Place, u_ circle. ____________ l*-tf For Sale—Two White Wyandotte cockerels from prli* ttock at California shows. Inquire at SSI Homer aveooe. M-lm-c For Bale—Flrit-elaat red oat* hay. Ill par ton. Apply SIS Lytton avsoue. j ,-tf For Bsl*—Wsll ese*on*d ttove- wood; tlve oak and madron*. I tier* for a cord, price tl; whlto oas stovewood. 17. Delivered. drees Peter Faber. Redwood City. R. F. D. No. S. l-S-tt. For Ssle—Safe family driving horse, bugtry and harness. Call mornings at 1301 Cowper ttreet. t-lw- For Sale—Gentle driving bone. ISO. Address Box X, Tlmee office. 4-lw» For Sale—Cheap: dosen barred Plymouth bena and pullet*, with cockerel. Thompson's Ringlet and Arpea Sunset. In prim* condition. 1S4- Webster street, or phone White S-StAW I For Hale—If.. 17-'.-Nine rooms, extra well built, northwest corner, in nice location is this pretty college town. IIS*—Bungslow of three rooms, well built, ggs, .electric lights, trailing grapevines, roses tnd honeysuckle*. (RlOtS.. I can sell your ranch or town property. Write me about It. Send for latest Issue of my country catalogue. Oeorge W. .Austin. 1018 Broadway, Oakland -CaL 7-St-e eeee-eesssseseeeeeeeeeeeee* ss s ss eeeeeeeeeeee-e* s s s s s ee Palo Alto Creamery x-UBPHO-m jom .ai. ............... Phon. BlMk (I. KMldsne. Phon* Wblt* 1(1. F. J. Comerford HORMBBoenio Ann WAOON MAKINQ 111 Brrant Strsst. ». O. Box IT. rate Alia. CaL MEATS Stanford Meat Co 8M* t'Blver_.rv Avesse. Frcdiflili every rritar >^ I -
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